{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as pl\n",
    "from py3gpp import *\n",
    "import scipy\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"../ai-sdr\")\n",
    "\n",
    "from Data.opnr import find_data\n",
    "from NRSync.nrsync import NRSync\n",
    "from NR.ssb import SSBInfo\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ssb_f = \"2524.95\"\n",
    "# ssb_f = \"3408.96\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn_lte = find_data('../data',ssb_f)\n",
    "aSync = NRSync(str(fn_lte))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " NID 117 @246587 peak=81.57759320828804 ibar=2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zhaoming/00.works/ai-sdr/venv/lib/python3.11/site-packages/py3gpp/nrChannelEstimate.py:25: RuntimeWarning: divide by zero encountered in divide\n",
      "  normGrid = rxGrid / refGrid\n"
     ]
    }
   ],
   "source": [
    "aSync.read(end=-1)\n",
    "ok, sfn, ssb = aSync.sync()\n",
    "if not aSync.synced:\n",
    "    # ssb.set_ibar(5)\n",
    "    aSync.detected_NID = ssb.nid\n",
    "    aSync.ibar_SSB = ssb.ibar\n",
    "    \n",
    "print(aSync.report_nid())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0] [0 0 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 0 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 1 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 1 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 0 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 0 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 1 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 1 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 0 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 0 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 1 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 1 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 0 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 0 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 1 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 1 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 0 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 0 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 1 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 1 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 0 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 0 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 1 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [1 1 1 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n",
      "[0] [0 0 0 0] NID 117 @246587 peak=81.57759320828804 ibar=2\n"
     ]
    }
   ],
   "source": [
    "SampleRate = aSync.fs\n",
    "ss = int(round(20e-3*SampleRate))\n",
    "frames = int(len(aSync.waveform)/ss)-1\n",
    "\n",
    "for i in range(frames):\n",
    "    crc_result, lsbotfsfn = aSync.demodulate_pbch(aSync.waveform[i*ss:],ssb)\n",
    "    print(crc_result,lsbotfsfn, ssb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.int64(117)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aSync.detected_NID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "psses = aSync.step1(1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, np.int64(4096), np.complex128(0.2937486835467487-3.072948664004209j))]\n"
     ]
    }
   ],
   "source": [
    "print(psses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12b851cd0>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.plot(aSync.phase.real, aSync.phase.imag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.03515625 -0.01171875 -0.0078125   0.          0.0078125   0.01171875\n",
      "  0.00390625  0.03125     0.04296875  0.0625      0.06640625  0.078125\n",
      " -1.10546875 -1.08203125 -1.08203125 -1.05859375 -1.0625     -1.04296875\n",
      " -1.046875   -1.03515625 -1.02734375 -1.0078125  -1.         -0.98828125\n",
      " -0.97265625]\n"
     ]
    }
   ],
   "source": [
    "print(aSync.dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12b8e57d0>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.plot(aSync.dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "248742 248742 (1.5753802007534574+0.9175915473962166j) (-1.5635443745785953+0.8367564881211822j) (-1.695376169981627+2.752904706330329j)\n",
      "248742 248742 (-1.7932233802452797-0.3392231510519676j) (1.1849008549196332-1.3203222078061871j) (-1.6769080565786008+2.7695784541851296j)\n",
      "248742 248742 (0.8237490601343899-1.661489076219523j) (0.9919016498157937+1.4771025734891805j) (-1.6371117385265077+2.8647956124868648j)\n",
      "248742 248742 (1.4232425356931961-1.1943397017642707j) (0.35947340314968246+1.7492761024251555j) (-1.5776120606608093+2.9189775127530684j)\n",
      "248742 248742 (0.5635770928605934-1.7743638130717507j) (1.2111129487549028+1.3083155656072212j) (-1.6388722809068441+2.886291672822502j)\n",
      "248742 248742 (-1.4731255464291146-1.0975029645614205j) (1.6349721397011958-0.7068721319916484j) (-1.632724966267017+2.8356981659931018j)\n",
      "248742 248742 (-0.9553183138056351+0.3263814671804397j) (0.01768890437769889-1.3552213497397387j) (-0.45921766678548415+1.2888944441031562j)\n",
      "248742 248742 (0.9484541115224266+1.5997153548730123j) (-1.7998923567466893-0.032291440328575005j) (-1.7587724189787748+2.8486884908596344j)\n",
      "248742 248742 (1.8917162098143048-0.14174598870895647j) (-0.7574727141075135+1.6507978045305598j) (-1.6669173787309788+3.0154722471751j)\n",
      "248742 248742 (1.778343746416082-0.6725938324599301j) (-0.2936502869751043+1.7797816272500395j) (-1.7192812970893394+2.9675561548868026j)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ssb.set_init_slot(0)\n",
    "refWaveform_pss = ssb.ref1(aSync.carrier,aSync.fs)\n",
    "refWaveform_sss = ssb.ref_sss(aSync.carrier,aSync.fs)\n",
    "refWaveform_ps = ssb.ref2(aSync.carrier,aSync.fs)\n",
    "# ref_len = len(refWaveform)\n",
    "\n",
    "dt = np.zeros((aSync.frames,))\n",
    "ss = int(round(20e-3*aSync.fs))\n",
    "# print(ref_len,ss,ssb)\n",
    "for i in range(10):\n",
    "    wv = aSync.waveform[i*ss:i*ss+ss] #[ssb.off+i*ss:ssb.off+i*ss+ss]\n",
    "    est_pss_ = scipy.signal.correlate(wv,refWaveform_pss)\n",
    "    est_sss_ = scipy.signal.correlate(wv,refWaveform_sss)\n",
    "    pl.subplot(2,1,1)\n",
    "    est_pss = np.abs(est_pss_)\n",
    "    est_sss = np.abs(est_sss_)\n",
    "    pl.plot(est_pss)\n",
    "    pl.plot(est_sss)\n",
    "    p_pss = est_pss.argmax()\n",
    "    p_sss = est_sss.argmax()\n",
    "    pl.subplot(2,1,2)\n",
    "    pl.plot(est_pss[p_sss-10:p_sss+10])\n",
    "    pl.plot(est_sss[p_sss-10:p_sss+10])\n",
    "    a_pss = est_pss_[p_pss]\n",
    "    a_sss = est_sss_[p_sss]\n",
    "    print(p_pss,p_sss,a_pss,a_sss,a_sss*a_pss.conj())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu = 1\n",
    "carrier = nrCarrierConfig(NSizeGrid = 20, SubcarrierSpacing = 15 * 2**mu)\n",
    "info = nrOFDMInfo(carrier)\n",
    "Nfft = info['Nfft']\n",
    "fs = aSync.fs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "detected NID2 is 0 @ 246587\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "waveform = aSync.waveform\n",
    "peak_value = np.zeros(3)\n",
    "peak_index = np.zeros(3, 'int')\n",
    "PSS_LEN = 128\n",
    "NRE_PER_PRB = 12\n",
    "\n",
    "start = 56\n",
    "pssIndices = np.arange(start, start + PSS_LEN  - 1)\n",
    "xc_result = np.zeros((len(waveform),3),dtype=np.complex64)\n",
    "fig, axs = pl.subplots(3, 1, facecolor='w', sharex=True, sharey=True)\n",
    "for current_NID2 in np.arange(3, dtype='int'):\n",
    "    slotGrid = nrResourceGrid(carrier)\n",
    "    slotGrid = slotGrid[:, 0]\n",
    "    slotGrid[pssIndices] = nrPSS(current_NID2)\n",
    "    [refWaveform, info] = nrOFDMModulate(carrier, slotGrid, SampleRate = fs)\n",
    "\n",
    "    refWaveform = refWaveform[info['CyclicPrefixLengths'][0]:]; # remove CP\n",
    "\n",
    "    temp = scipy.signal.correlate(waveform[:15369*25], refWaveform, 'valid')  # correlate over 25 ms\n",
    "    xc_result[:len(temp),current_NID2] = temp\n",
    "    peak_index[current_NID2] = np.argmax(np.abs(temp))\n",
    "    peak_value[current_NID2] = np.abs(temp[peak_index[current_NID2]])\n",
    "    t_corr = np.arange(temp.shape[0])/fs*1e3\n",
    "    axs[current_NID2].plot(t_corr, np.abs(temp))\n",
    "detected_NID2 = np.argmax(peak_value)\n",
    "timingOffset = peak_index[detected_NID2]\n",
    "print(f'detected NID2 is {detected_NID2} @ {timingOffset}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "rbSSB = 20\n",
    "scsSSB = 15 * 2**(mu)\n",
    "nSlot = 7\n",
    "rxSampleRate = aSync.fs\n",
    "nrbSSB = 20\n",
    "refGrid = np.zeros((nrbSSB*12, 2), np.complex128)\n",
    "refGrid[nrPSSIndices(), 1] = nrPSS(detected_NID2)\n",
    "waveform = aSync.waveform[:15360*25]\n",
    "timingOffset = nrTimingEstimate(waveform = waveform, nrb = nrbSSB, scs = scsSSB, initialNSlot = nSlot, refGrid = refGrid, SampleRate = rxSampleRate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "246003 584\n"
     ]
    }
   ],
   "source": [
    "print(timingOffset,aSync.timingOffset-timingOffset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "rxGrid = nrOFDMDemodulate(waveform = waveform[timingOffset:][:np.min((len(waveform), 2048*8))], \n",
    "                          nrb = nrbSSB, scs = scsSSB, initialNSlot = nSlot, \n",
    "                          SampleRate=rxSampleRate, CyclicPrefixFraction=0.5)\n",
    "rxGrid = rxGrid[:,1:5]\n",
    "rxGrid /= np.max((rxGrid.real.max(), rxGrid.imag.max()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'SSS symbols')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pssIndices = nrPSSIndices()\n",
    "pssRx = nrExtractResources(pssIndices, rxGrid)\n",
    "pssRx /= np.max((pssRx.real.max(), pssRx.imag.max())) # scale sssRx symbols individually\n",
    "\n",
    "sssIndices = nrSSSIndices()\n",
    "sssRx = nrExtractResources(sssIndices, rxGrid)\n",
    "sssRx /= np.max((sssRx.real.max(), sssRx.imag.max())) # scale sssRx symbols individually\n",
    "\n",
    "fig, axs = pl.subplots(1, 1, figsize=(5, 5), facecolor='w', sharex=True, sharey=True)\n",
    "axs.plot(sssRx.real, sssRx.imag, 'b.')\n",
    "axs.plot(pssRx.real, sssRx.imag, 'y.')\n",
    "axs.add_patch(pl.Circle((0, 0), 1, color='red', fill=False, linewidth=1, linestyle=':'))\n",
    "axs.set_xticks([])\n",
    "axs.set_yticks([])\n",
    "        \n",
    "fig.subplots_adjust(hspace=0, wspace=0)\n",
    "fig.suptitle('SSS symbols', y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "detected NID1 is 39\n",
      "detected NID is 117\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12bbaf410>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sssEst = np.zeros(336)\n",
    "for NID1 in range(335):\n",
    "    ncellid = (3*NID1) + detected_NID2\n",
    "    sssRef = nrSSS(ncellid)\n",
    "    sssEst[NID1] = np.abs(np.vdot(sssRx, sssRef))\n",
    "    # sssEst[NID1] = np.vdot(sssRx, sssRef).real\n",
    "\n",
    "detected_NID1 = np.argmax(sssEst)\n",
    "detected_NID = detected_NID1*3 + detected_NID2\n",
    "print(f'detected NID1 is {detected_NID1}')\n",
    "print(f'detected NID is {detected_NID}')\n",
    "pl.plot(sssEst)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12bc79cd0>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sssEst = np.zeros(336*3)\n",
    "for ncellid in range(336*3):\n",
    "    sssRef = nrSSS(ncellid)\n",
    "    sssEst[ncellid] = np.abs(np.vdot(sssRx, sssRef))\n",
    "\n",
    "pl.plot(sssEst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,30,60,90,120,150,180,210,240,270,300,330,360,390,420,450,480,510,540,570,600,630,660,690,720,750,780,810,840,870,900,930,960,990,\n",
      "2 117\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12ee8d7d0>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcorrPBCHDMRS = np.zeros((8*336*3,))\n",
    "for ncellid in range(336*3):\n",
    "    dmrsIndices = nrPBCHDMRSIndices(ncellid, style='matlab')\n",
    "    dmrsRx = nrExtractResources(dmrsIndices, rxGrid)\n",
    "    for ibar_SSB in range(8):\n",
    "        PBCHDMRS = nrPBCHDMRS(ncellid, ibar_SSB)\n",
    "        xcorrPBCHDMRS[ibar_SSB*336*3+ncellid] = np.abs(np.vdot(dmrsRx, PBCHDMRS))\n",
    "    if ncellid%30 == 0:\n",
    "        print(ncellid,end=',')    \n",
    "inx = np.argmax(xcorrPBCHDMRS)\n",
    "print()\n",
    "print(inx//(336*3),inx%(336*3))\n",
    "pl.plot(xcorrPBCHDMRS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vsmjRIvTv3x86nQ4REREYMGBAq1/iADB06FC7GQA33XQTLBYLnnrqKdx2220ICwuDyWTq9BuhVqu1O29nHTlyBBqNBoMGDWr3GPmXaMvL9Xq9Hn369FEel0VHR7fbIJmYmGj38eHDhyGEwDPPPINnnnmmzc8pLi5uFeZkeXl5mDdvHj777LNW4/wWi6Xdr6k9p0+fRlVVVZtDEwMHDoTNZkN+fj4GDx6s3B8XF2d3XHBwMAAo9UycOBHTp0/HggUL8NJLL2HSpEmYNm0abrvtNhgMhk7XmJubC41G02rmSGRkJIKCglp9P1q+5hc6LwD069fP7n4fHx+7IOYIhw4dAnC+R6ql5r0IQGNjZ8uhgEOHDsFisbTbj9CySbLl9wlo/F61/LlxhJavIdDYoFlVVYXTp08jMjIS1dXVWLhwIZYvX46TJ0/a/cJu62e3o9/HlsxmM1588UW8+OKLyM3Nxbp16/DXv/4Vr732GsxmM5577jnl2MzMTGRmZqKqqgpZWVn46KOP8Prrr+Pqq6/G/v377V7rmJgYu/eea665BqGhoXjiiSfwxRdfYOrUqV2ql7qO4cOLjBo1Spnt0lmTJ0/GF198ga1bt+Kqq65CcnIyduzYgfz8/AuOr7u6C82kaPmYzWYDADzxxBPt/nXe3vRMq9WKK664AufOncNvf/tbJCcnw9/fHydPnsTMmTOVc/e09v4alX+ZSJKEjz/+GJs3b8bnn3+Or7/+GnfffTf+9re/YfPmzRdcq+VCLjR+31x3Z7b0BPl789577yEyMrLV4y17BgwGQ6tQb7PZEB4e3u56Oc2vsAEX/z452+zZs7F8+XI89thjGDt2LMxmMyRJwi233NLmz64jvo/x8fG4++67cd1116FPnz744IMP7MKHzM/PDxMmTMCECRPQq1cvLFiwAF999ZXSVNyeyZMnAwC+++47hg8VMHxQhzQ0NABonCMPAFOnTsW//vUvvP/++5g7d65TakhKSoLNZsPevXvbXT1Tblo7cOCA3V/AdXV1OHbsWLeuvMjn8/Hx6fR5du3ahYMHD+Kdd95R1hsA0OaQU0d/UYeFhcHPzw8HDhxo9dj+/fuh0Wi6HAzHjBmDMWPG4Pnnn8eKFStw++2348MPP8Svf/3rTp0nPj4eNpsNhw4dsmuGLCoqQmlpqfL96iz58w4dOmR3RaK+vh7Hjh3D8OHDu3TetiQlJQFonEXR1Z+fpKQkrF27FuPGjXNYwOroz8nFyFd2mjt48CD8/PyUUPTxxx9jxowZ+Nvf/qYcU1NT02oGWU8IDg5GUlISdu/efdFj5T+uTp06ddFjW76nkXOx54M65IsvvgAA5U39hhtuwNChQ/H8889j06ZNrY4vLy/H008/7dAapk2bBo1Ggz/84Q+t/tqS/yLMyMiAXq/Hq6++avdX4rJly2CxWHDVVVd1+fnDw8MxadIkvPHGG22+ubWcstqc/Jds85qEEHZ9NDJ5TYSLvbFrtVpceeWV+PTTT+2mPBYVFWHFihUYP358qyGBiykpKWn117Uc9FpOje2IX/7ylwCAl19+2e7+v//97wDQ5e9HWloawsLC8Prrr9ut//D22287/BdiZmYmTCYTXnjhhTb7YC70fZfddNNNsFqt+OMf/9jqsYaGhi7V3NGfk4vZtGmTXd9Gfn4+Pv30U1x55ZXKz61Wq231c/GPf/xD6QlxhJ07d7Y5Gy43Nxd79+61G15ct25dm+eQe4wuNEtK9vnnnwOAQ4MqdRyvfFAr33//PWpqagA0Nll+9tln2LhxI2655RYkJycDaPzr/7///S8yMjJw6aWX4qabbsK4cePg4+OjrEgYHBzs0LU++vbti6efflppLrv++uthMBiwbds2REVFYeHChQgLC8PcuXOxYMEC/OIXv8A111yDAwcOYPHixUhPT7dbaKgrFi1ahPHjx2Po0KG499570adPHxQVFWHTpk04ceIEdu7c2ebnJScnIykpCU888QROnjwJk8mE//znP22O4cvNf4888ggyMzOh1Wpxyy23tHne5557DmvWrMH48ePx0EMPQafT4Y033kBtbS1efPHFTn9977zzDhYvXozrrrsOSUlJKC8vx5tvvgmTyaQEic4YPnw4ZsyYgaVLl6K0tBQTJ07E1q1b8c4772DatGm47LLLOn1OoPHn77nnnsP999+Pyy+/HDfffDOOHTuG5cuXO7znw2QyYcmSJfjVr36FkSNH4pZbbkFYWBjy8vLwv//9D+PGjcNrr712wXNMnDgR999/PxYuXIicnBxceeWV8PHxwaFDh7By5Uq88sordgv7dcSIESOg1Wrx5z//GRaLBQaDAZdffnmH17mQDRkyBJmZmXZTbYHGae2yq6++Gu+99x7MZjMGDRqETZs2Ye3ata2m6XfHmjVrMH/+fFxzzTUYM2YMAgICcPToUbz11luora21W3Pl2muvRWJiIqZOnYqkpCRUVlZi7dq1+Pzzz5Gent5qGOXgwYN4//33ATQuJLh582a888476Nu3b6eXCyAHUWeSDTlTe9MKW2prqq1erxfJycni+eefF3V1da0+p6SkRMybN08MHTpU+Pn5CaPRKIYMGSLmzp0rTp06pRzX1jTM5tCBqbayt956S6SkpAiDwSCCg4PFxIkTxZo1a+yOee2110RycrLw8fERERER4sEHHxQlJSV2x0ycOFEMHjy41fnlqZl/+ctf2nz+I0eOiDvvvFNERkYKHx8fER0dLa6++mrx8ccfK8e0NdV27969IiMjQwQEBIhevXqJe++9V+zcubPVNNCGhgYxe/ZsERYWJiRJspseiRZTbYUQIjs7W2RmZoqAgADh5+cnLrvsMvHTTz/ZHdPez0DLOrOzs8Wtt94q4uLihMFgEOHh4eLqq6+2m4rZnva+x/X19WLBggUiMTFR+Pj4iNjYWDF37txW0xzj4+PFVVddddHnaW7x4sUiMTFRGAwGkZaWJr777jsxceJEh061la1fv15kZmYKs9ksjEajSEpKEjNnzrR7bS72c7506VKRmpoqfH19RWBgoBg6dKh48sknRUFBwUVfh5ZflxBCvPnmm6JPnz5Cq9VedNpte1NtZ82aJd5//33Rr18/YTAYREpKSqvzlJSUiLvuukv06tVLBAQEiMzMTLF//34RHx8vZsyYoRzX0feathw9elTMmzdPjBkzRoSHhwudTifCwsLEVVddZTclWwgh/vWvf4lbbrlFJCUlCV9fX2E0GsWgQYPE008/LcrKylp9jc1vWq1WxMTEiPvuu6/NabzkHJIQnGdEREREzsOeDyIiInIq9nwQEVGPsVqtF23KDQgI6PI0bnJPDB9ERNRj8vPzL7ro2Pz581ttmEiejeGDiIh6TGRk5EW3UHD0DCVyfWw4JSIiIqdiwykRERE5lcsNu9hsNhQUFCAwMNBhywcTERFRzxJCoLy8HFFRUW1uWtry4A6TF6lpfhswYIDyeHV1tXjooYdESEiI8Pf3F9dff70oLCzs1MIj+fn5rZ6DN95444033nhzj1t+fv5Ff9d3+srH4MGDsXbtWuXj5js6Pv744/jf//6HlStXwmw24+GHH8b111+PH3/8scPnDwwMBNDYId3ZfSmIiIhIHWVlZYiNjVV+j19Ip8OHTqdrc1tpi8WCZcuWYcWKFcouk8uXL8fAgQOxefNmjBkzpkPnl4daTCYTwwcREZGb6UjLRKcbTg8dOoSoqCj06dMHt99+O/Ly8gAAWVlZqK+vt9tyOjk5GXFxcW3ueiqrra1FWVmZ3Y2IiIg8V6fCx+jRo/H2229j9erVWLJkCY4dO4YJEyagvLwchYWF0Ov1CAoKsvuciIgIFBYWtnvOhQsXwmw2K7fY2NgufSFERETkHjo17DJlyhTl/4cNG4bRo0cjPj4e//73v+Hr69ulAubOnYs5c+YoH8tjRkREROSZurXOR1BQEPr374/Dhw8jMjISdXV1KC0ttTumqKiozR4RmcFgUPo72OdBRETk+boVPioqKnDkyBH07t0bqamp8PHxwbp165THDxw4gLy8PIwdO7bbhRIREZFn6NSwyxNPPIGpU6ciPj4eBQUFmD9/PrRaLW699VaYzWbcc889mDNnDkJCQmAymTB79myMHTu2wzNdiIiIyPN1KnycOHECt956K86ePYuwsDCMHz8emzdvRlhYGADgpZdegkajwfTp01FbW4vMzEwsXry4RwonIiIi9+RyG8uVlZXBbDbDYrGw/4OIiMhNdOb3NzeWIyIiIqdi+CAiIiKnYvggIiIip2L4ICIiIqdi+CDqpp35pfhoWx5crHebiMhldXpXWyKy98iHO5B7tgqxwX64pG8vtcshInJ5vPJB1A2Flhrknq0CAGw+elblaoiI3APDB1E3ZOeVKP+/7XjJBY4kIiIZwwdRN2Tnng8cO/JLUNdgU7EaIiL3wPBB1A3Nr3zU1Nuwp8CiYjVERO6B4YOoi2obrNh9sgwA0D8iAACwnUMvREQXxfBB1EW7T5ahzmpDqL8e14+MAQBsPX5O5aqIiFwfwwdRF+1oGnJJiQtGekIIAGD78XNc74OI6CIYPoi6SO73GBkfhKHRZhh0GpRU1ePI6UqVKyMicm0MH0RdIIRAVtNMl5FxwdDrNBgRGwQA2MahFyKiC2L4IOqCAksNispqodVIGB4TBAAYldg49MLwQUR0YQwfRF0gr+8xqLcJvnotACAtgeGDiKgjGD6IukDp94gLUu4bGRcEjQTkn6tGoaVGpcqIiFwfwwdRF8hXPkbGByv3BRp9MLC3CQCwPZdXP4iI2sPwQdRJNfVW7CloXFxsZFyw3WPylNttxxg+iIjaw/BB1Em7TlrQYBMICzQgJtjX7rG0hMYwwk3miIjax/BB1EnKkEtcECRJsntMvvKxv7AMZTX1Tq+NiMgdMHwQdVLz9T1aijAZERfiB5uw3/GWiIjOY/gg6gQhBLLzSgEAqfGtwweAZkutM3wQEbWF4YOoE06UVONMRS18tBKGRJvbPCa9qe+Dm8wREbWN4YOoE+T1PQZFmWH00bZ5jLzY2M78UtQ2WJ1WGxGRu2D4IOqErNzWi4u1lBTmjxB/PWobbNh9ssxJlRERuQ+GD6JOkK98tNfvAQCSJCEtXp5yy6EXIqKWGD6IOqiqrgH7TpUDaHumS3Pnm04ZPoiIWmL4IOqgn09YYLUJRJqMiAryveCx6U073G7PLYHNJpxRHhGR22D4IOogud/jQkMussFRJvj6aFFaVY/Dpyt6ujQiIrfC8EHUQTua+j1SLtBsKvPRapTj2PdBRGSP4YOoA5ovLjayA1c+gPNTbrnJHBGRPYYPog7IPVuFc5V10Gs1GBxl6tDnpHOTOSKiNjF8EHWA3O8xNMYMg67txcVaSokLhlYj4WRpNQpKq3uyPCIit8LwQdQB8voeF1pcrKUAgw6DejdeJWHfBxHReQwfRB2g9HtcZH2PltKahl64yRwR0XkMH0QXUVHbgAOFjcukd7TZVDZKbjrllQ8iIgXDB9FF7MwvhU0A0UG+iDAZO/W58oyXA0XlsFTX90R5RERuh+GD6CKy5c3kOnnVAwDCAg1I7OUPIc6fh4jI2zF8EF1EV5pNm+Mmc0RE9hg+iC7AZhPYkV8KoPPNprJ09n0QEdlh+CC6gKNnKlFaVQ+jjwaDOri4WEvyJnM78y2oqbc6sjwiIrfE8EF0AfKQy7DoIPhou/bPJSHUD70C9Kiz2rDrpMWR5RERuSWGD6ILUDaTiw/q8jkkSUJaPIdeiIhkDB9EF5CdWwqg6/0eMnnohYuNERExfBC1q6ymHgeLywE4IHwoK52eg80mul0bEZE7Y/ggakdOXimEAOJC/BAWaOjWuQb1NsFPr0VZTYMSaIiIvBXDB1E7uru+R3M6rUa5erKNQy9E5OUYPojakdWNlU3bIm8yt+0Ym06JyLsxfBC1wWYTyOnm4mItyZvMbeeMFyLycgwfRG04fLoC5TUN8NNrkRwZ6JBzjogLglYjocBSgxMlVQ45JxGRO2L4IGqDvAncsBgzdF1cXKwlP70OQ5pWSeWUWyLyZgwfRG1Q+j0cNOQi4z4vREQMH0Rtkme6pDqo2VSWxvBBRMTwQdRSaVUdjpyuBACkOPzKR+P5DhZVoLSqzqHnJiJyFwwfRC3saJrlktjLHyH+eoeeOzTAgD5h/gDOD+0QEXkbhg+iFuRm0xQHLC7WlvSmTea2cuiFiLwUwwdRCz3V7yHjJnNE5O26FT7+9Kc/QZIkPPbYY8p9NTU1mDVrFkJDQxEQEIDp06ejqKiou3USOYXVJpCTVwrA8TNdZHLfx88nSlFTb+2R5yAicmVdDh/btm3DG2+8gWHDhtnd//jjj+Pzzz/HypUrsXHjRhQUFOD666/vdqFEznCwqByVdVYEGHToH+GYxcVakjeqq7cK7GzqLyEi8iZdCh8VFRW4/fbb8eabbyI4+PxfhxaLBcuWLcPf//53XH755UhNTcXy5cvx008/YfPmzQ4rmqinyE2gw2PN0GqkHnkOSZLOL7XOplMi8kJdCh+zZs3CVVddhYyMDLv7s7KyUF9fb3d/cnIy4uLisGnTpjbPVVtbi7KyMrsbkVqUfo8eGnKRyZvMbeUmc0TkhXSd/YQPP/wQ2dnZ2LZtW6vHCgsLodfrERQUZHd/REQECgsL2zzfwoULsWDBgs6WQdQjdjT1e6T0ULOpTF7pNDu3BFab6LGrLERErqhTVz7y8/Px6KOP4oMPPoDRaHRIAXPnzoXFYlFu+fn5DjkvUWedq6zDsTONi4uNjO3Z8JEcGYgAgw7ltQ04UFjeo89FRORqOhU+srKyUFxcjJEjR0Kn00Gn02Hjxo149dVXodPpEBERgbq6OpSWltp9XlFRESIjI9s8p8FggMlksrsRqUFe3yMpzB9mP58efS6dVqOsI8Kl1onI23QqfEyePBm7du1CTk6OcktLS8Ptt9+u/L+Pjw/WrVunfM6BAweQl5eHsWPHOrx4Ikfq6fU9WhrFfV6IyEt1qucjMDAQQ4YMsbvP398foaGhyv333HMP5syZg5CQEJhMJsyePRtjx47FmDFjHFc1UQ+Qw0dPre/RUvNN5oQQkCT2fRCRd+h0w+nFvPTSS9BoNJg+fTpqa2uRmZmJxYsXO/ppiByqwWrDznwLAGCkk658jIgNgo9WQlFZLU6UVCM2xM8pz0tEpLZuh48NGzbYfWw0GrFo0SIsWrSou6cmcpr9heWorrci0KhD37AApzynr16LIdFm7Mgrxbbj5xg+iMhrcG8XIpwfckmJC4bGidNe09n3QUReiOGDCOdnuozsoZ1s25PWNMSzjZvMEZEXYfggApDdw5vJtUduOj1cXIFzlXVOfW4iIrUwfJDXO11ei7xzVZAkYISTr3yE+OvRN7yxx2Q7h16IyEswfJDXk/s9+ocHwmTs2cXF2pLOTeaIyMswfJDXU9b3iA9S5fnTuckcEXkZhg/yejtySwE0znRRg3zlY/dJC6rrrKrUQETkTAwf5NXqGmzYeaIUgPOWVW8pJtgXkSYjGmwCOfmlqtRARORMDB/k1fadKkNtgw1Bfj7o08tflRokSUJagjzllkMvROT5GD7IqymLi8UGqbq3ChcbIyJvwvBBXi0r17mbybVHDh/ZuSVosNpUrYWIqKcxfJBX29G0uJha/R6yAZGBCDToUFlnxf7CclVrISLqaQwf5LWKympwsrQaGgkYHhukai1ajYRU9n0QkZdg+CCvJe/nMiDSBH9Dtzd47jZlsTHu80JEHo7hg7xWlkqbybVH3mRu6/FzEEKoXA0RUc9h+CCvJc90UbvfQzY8Ngh6rUbZa4aIyFMxfJBXqm2wYvfJMgDqz3SRGX20GBpjBsCl1onIszF8kFfaU1CGOqsNIf56xIf6qV2OQl5sjH0fROTJGD7IK2U36/dQc3GxlkbJi43l8soHEXkuhg/ySud3snWNIReZ3H9y9HQlzlTUqlwNEVHPYPggr5TdtJOtq/R7yIL89BgQEQiAQy9E5LkYPsjrFJRWo7CsBlqNhGFNDZ6u5HzfB4deiMgzMXyQ15HX9xjYOxB+evUXF2uJm8wRkadj+CCvo6zv4WJDLrL0xMbwsbugDFV1DSpXQ0TkeAwf5HWymzaTc7VmU1l0kC+izEZYbULZ+I6IyJMwfJBXqam3Ym+BBYDrNZs2l8ahFyLyYAwf5FV2nbSg3irQK8CAmGBftctplzz0whkvROSJGD7Iq8iLi6XGu9biYi2lN814yc4rQYPVpnI1RESOxfBBXkVZXMyFh1wAoH94IExGHarqrNh7qkztcoiIHIrhg7yGEMLlm01lGo3UrO+DQy9E5FkYPshrnCipxunyWug0EoZGu97iYi3Ji41t4w63RORhGD7Ia8hDLoOjzTD6aFWu5uLkTea2556DEELlaoiIHIfhg7xG851s3cHQGDP0Og3OVNTh2JlKtcshInIYhg/yGkq/h4s3m8oMOi2GN+09wym3RORJGD7IK1TVNSizRly92bQ57vNCRJ6I4YO8ws8nLLDaBCJNRkSZjWqX02EMH0TkiRg+yCso63u4+OJiLY2MD4YkAcfPVqG4vEbtcoiIHILhg7xCdm4pAPfp95CZfX0wICIQAJDFvg8i8hAMH+TxGhcXk698uFf4AM4PvWzl0AsReQiGD/J4uWercK6yDnqtBoOjTGqX02ncZI6IPA3DB3k8+arHkGgTDDrXX1ysJXmTuT0FFlTUNqhcDRFR9zF8kMdzl83k2tPb7IvoIF/YBLAjj1c/iMj9MXyQx8tqajZNdcN+D9moRG4yR0Seg+GDPFpFbQMOFLrf4mItcZM5IvIkDB/k0X7OL4VNANFBvogwuc/iYi3Jm8ztyC9BvdWmcjVERN3D8EEeLatpM7kUN9lMrj1JYQEI8vNBTb0NewrK1C6HiKhbGD7Io8nNpu7c7wEAGo2EtHgOvRCRZ2D4II8lhMCO/FIA7jvTpTnu80JEnoLhgzzW0TOVKK2qh0GnwcDe7re4WEtpTeFje24JhBAqV0NE1HUMH+Sx5H6PYTFm6HXu/6M+NNoMg06Dc5V1OHK6Uu1yiIi6zP3fkYnascON93Npi16nwYjYIADAdg69EJEbY/ggj+WuO9leCDeZIyJPwPBBHqmsph4Hi8sBeFj44CZzROQBGD7II+XklUIIIDbEF2GBBrXLcZiRcUHQSEDeuSoUldWoXQ4RUZcwfJBHUtb38KCrHgAQaPRBcmTjzB1OuSUid8XwQR4pO68UgOc0mzY3ikMvROTmGD7I49hs4vxMFw+78gE022SOVz6IyE0xfJDHOXy6AuU1DfD10SI5MlDtchxOnvGy71QZymvqVa6GiKjzGD7I42Q3LS42PNYMndbzfsQjTEbEhfjBJs4PLxERuZNOvTMvWbIEw4YNg8lkgslkwtixY/HVV18pj9fU1GDWrFkIDQ1FQEAApk+fjqKiIocXTXQh2R485CJThl64yRwRuaFOhY+YmBj86U9/QlZWFrZv347LL78c1157Lfbs2QMAePzxx/H5559j5cqV2LhxIwoKCnD99df3SOFE7VGaTT04fHCTOSJyZ7rOHDx16lS7j59//nksWbIEmzdvRkxMDJYtW4YVK1bg8ssvBwAsX74cAwcOxObNmzFmzBjHVU3UjtKqOhwurgAApMQFqVtMD5LDR05+KeoabB6xdw0ReY8uv2NZrVZ8+OGHqKysxNixY5GVlYX6+npkZGQoxyQnJyMuLg6bNm1q9zy1tbUoKyuzuxF11Y78UgBAYi9/hAZ4zuJiLSWF+SPEX4/aBht2nbSoXQ4RUad0Onzs2rULAQEBMBgMeOCBB7Bq1SoMGjQIhYWF0Ov1CAoKsjs+IiIChYWF7Z5v4cKFMJvNyi02NrbTXwSRbEdTs6knX/UAAEmSkNa0hgk3mSMid9Pp8DFgwADk5ORgy5YtePDBBzFjxgzs3bu3ywXMnTsXFotFueXn53f5XETe0O8hO9/3wcXGiMi9dKrnAwD0ej369u0LAEhNTcW2bdvwyiuv4Oabb0ZdXR1KS0vtrn4UFRUhMjKy3fMZDAYYDJ57eZycx+rhi4u1JM942Z57DjabgEYjqVwREVHHdLtLzWazoba2FqmpqfDx8cG6deuUxw4cOIC8vDyMHTu2u09DdFEHi8pRWWeFv16LAR64uFhLQ6LNMPpoUFpVjyOnK9Quh4iowzp15WPu3LmYMmUK4uLiUF5ejhUrVmDDhg34+uuvYTabcc8992DOnDkICQmByWTC7NmzMXbsWM50IaeQ1/cYERcErRdcBfDRapASG4xNR89i6/Fz6Bfh+YGLiDxDp8JHcXEx7rzzTpw6dQpmsxnDhg3D119/jSuuuAIA8NJLL0Gj0WD69Omora1FZmYmFi9e3COFE7WUnVsKwDuGXGTpCY3hY/vxEtw+Ol7tcoiIOqRT4WPZsmUXfNxoNGLRokVYtGhRt4oi6gpvWNm0pfRELjZGRO6HKxORRzhXWYdjZyoBeP402+ZS4oKhkYATJdU4ZalWuxwiog5h+CCPIM9ySQrzR5CfXuVqnCfAoMPgKDMATrklIvfB8EEewRuHXGTKlFsOvRCRm2D4II+Q1bSy6ch47wsf8mJjW7nDLRG5CYYPcnsNVht25jfub5LqheFDvvJxoKgclup6lashIro4hg9ye/sLy1Fdb0WgUYe+YQFql+N04YFGJIT6QQggO5d9H0Tk+hg+yO0pi4vFBnntEuNpCZxyS0Tug+GD3J781743DrnIRjWFj+2c8UJEboDhg9yeN+1k2x657yPnRClqG6wqV0NEdGEMH+TWTpfXIu9cFSSpcU8Xb5XYyx+9AvSoa7Bh1wmL2uUQEV0Qwwe5Nbnfo194AExGH5WrUY8kSUiLl/s+OPRCRK6N4YPcmhw+vLnfQyYPvbDplIhcHcMHubUdTTvZpnhxv4dsVKLcdHoONptQuRoiovYxfJDbqrfasPNEKQDvbjaVDeptgp9ei7KaBhwsLle7HCKidjF8kNvaW1CG2gYbzL4+6NPLX+1yVKfTapQdfdn3QUSujOGD3Nb5zeS8d3GxltITzg+9EBG5KoYPcltc36M1OXxs4yZzROTCGD7IbWV78U627UmJC4JWI6HAUoOTpdVql0NE1CaGD3JLRWWNv1w1EjA8NkjtclyGn16HIVEmABx6ISLXxfBBbkm+6jEg0oQAg07lalyLvMncVg69EJGLYvggt9S82ZTspXOTOSJycQwf5JbYbNo+eaXTA0XlsFTVq1wNEVFrDB/kdmobrMrmaWw2ba1XgEFZ92R7LodeiMj1MHyQ29lTUIY6qw0h/nokhPqpXY5LUqbccuiFiFwQwwe5HWWKbVwQJImLi7WFm8wRkStj+CC3s6Op34ObybVP3mTu5xOlqKm3qlwNEZE9hg9yO1nKlQ+Gj/bEhfghLNCAeqvAz039MUREroLhg9xKQWk1CstqoNVIGB5rVrsclyVJEtI59EJELorhg9yKvL7HwN6B8NNzcbELOd90yvBBRK6F4YPcSnZuKQAOuXSEHD6ycktgtQmVqyEiOo/hg9xKVh77PToqOTIQ/notymsacKCwXO1yiIgUDB/kNmrqrdhb0Ng8mcrFxS5Kp9Uoi7BxsTEiciUMH+Q2dp+0oN4q0CvAgJhgX7XLcQvp3GSOiFwQwwe5jeabyXFxsY5p3nQqBPs+iMg1MHyQ21DW9+CQS4eNiA2CTiOhqKwWJ0qq1S6HiAgAwwe5CSGEspMt+z06zlevxZDoxvVQOOWWiFwFwwe5hRMl1ThdXgudRsLQaC4u1hnyUuvcZI6IXAXDB7kFud9jcJQJRh+tytW4lzR5xguvfBCRi2D4ILcg72TLzeQ6L62p6fRQcQVKKutUroaIiOGD3AT7PbouxF+PvuEBAIDtuRx6ISL1MXyQy6uqa8DeU2UAONOlq7jJHBG5EoYPcnk/n7DAahOIMBkQZTaqXY5b4iZzRORKGD7I5WU328+Fi4t1jRw+dp+0oLrOqnI1ROTtGD7I5ck72bLfo+tign0RYTKg3iqQk1+qdjlE5OUYPsilCSGwI48zXbpLkiTl6gen3BKR2hg+yKXlnq3C2co66LUaDIk2qV2OW1P6PjjjhYhUxvBBLk3u9xgSbYJBx8XFuiOtacZLdm4JrDZuMkdE6mH4IJfWvNmUuic50oRAgw4VtQ3Y1zR1mYhIDQwf5NLkZlOu79F9Wo2kvI6ccktEamL4IJdVUduA/YVNi4vxyodDyIuNbecmc0SkIoYPclk/55fCJoDoIF9EcnExh2i+2JgQ7PsgInUwfJDLylam2AapW4gHGR4bBB+thOLyWuSdq1K7HCLyUgwf5LLkzeQ45OI4Rh8thsUEAQC2ceiFiFTC8EEuSQhxfqYLm00dKk3p+2DTKRGpg+GDXNLRM5UoraqHQafBoN5cXMyR0uMb+z62MnwQkUoYPsglZTetwjksxgy9jj+mjiRf+Th6uhJnK2pVroaIvBHf1cklsd+j5wT56dE/IgAA+z6ISB0MH+SS5Csf3EyuZ6RxkzkiUhHDB7mcspp6HCwuBwCMjA9StxgPNYqbzBGRijoVPhYuXIj09HQEBgYiPDwc06ZNw4EDB+yOqampwaxZsxAaGoqAgABMnz4dRUVFDi2aPNvO/FIIAcSG+CI8kIuL9QS572PPSQuq6hpUroaIvE2nwsfGjRsxa9YsbN68GWvWrEF9fT2uvPJKVFZWKsc8/vjj+Pzzz7Fy5Ups3LgRBQUFuP766x1eOHkuZT8XDrn0mJhgP0SZjWiwCeQ09dcQETmLrjMHr1692u7jt99+G+Hh4cjKysKll14Ki8WCZcuWYcWKFbj88ssBAMuXL8fAgQOxefNmjBkzxnGVk8fK4k62TpGWEILPdhZg2/ESXNK3l9rlEJEX6VbPh8ViAQCEhDSOH2dlZaG+vh4ZGRnKMcnJyYiLi8OmTZvaPEdtbS3KysrsbuS9bDaBHU3hI5WLi/UoeZM57nBLRM7W5fBhs9nw2GOPYdy4cRgyZAgAoLCwEHq9HkFBQXbHRkREoLCwsM3zLFy4EGazWbnFxsZ2tSTyAEdOV6C8pgG+PlokRwaqXY5HS09s/KMhO68EDVabytUQkTfpcviYNWsWdu/ejQ8//LBbBcydOxcWi0W55efnd+t85N7kJdWHxZih03IyVk/qHx6IQKMOVXVW7DtVrnY5RORFuvTu/vDDD+OLL77A+vXrERMTo9wfGRmJuro6lJaW2h1fVFSEyMjINs9lMBhgMpnsbuS9snK5n4uzaDQS0ppeZy61TkTO1KnwIYTAww8/jFWrVuHbb79FYmKi3eOpqanw8fHBunXrlPsOHDiAvLw8jB071jEVk0eTVzZNZbOpU8hDL1xsjIicqVOzXWbNmoUVK1bg008/RWBgoNLHYTab4evrC7PZjHvuuQdz5sxBSEgITCYTZs+ejbFjx3KmC12Upaoeh4srAAApcUHqFuMl0uXFxo6fgxACkiSpXBEReYNOhY8lS5YAACZNmmR3//LlyzFz5kwAwEsvvQSNRoPp06ejtrYWmZmZWLx4sUOKJc+2I79xyCUh1A+hAQaVq/EO8sZ9ZyrqcPxsFRJ7+atdEhF5gU6FDyHERY8xGo1YtGgRFi1a1OWiyDvJ+7lwfQ/nMei0GB5jxrbjJdh2/BzDBxE5BacTkMtQdrJls6lTyZvMbTvGvg8icg6GD3IJVptATn4pAF75cDZ5k7nt3GSOiJyE4YNcwsGiclTUNsBfr8UALi7mVCPjgiFJwLEzlThdXqt2OUTkBRg+yCXIi4sNjw2CVsMZF85k9vPBgIjGwMcpt0TkDAwf5BLknWy5n4s6zk+55dALEfU8hg9yCTu4k62q0rjJHBE5EcMHqe5cZR2OnqkEwMXF1DKqaaXTPQUWVNQ2qFwNEXk6hg9SnXzVo0+YP4L89CpX4516m30RHeQLmwBymqY8ExH1FIYPUp3cbMr9XNSVnsBN5ojIORg+SHVysykXF1MXN5kjImdh+CBVNVhtXFzMRcgzXnbklaLealO5GiLyZAwfpKr9heWorrci0KBDv/AAtcvxan3DAmD29UF1vRV7CsrULoeIPBjDB6lKbjYdERcEDRcXU5VGIyl9Hxx6IaKexPBBqlI2k+OQi0uQN5nbyk3miKgHMXyQqrKaNjNjs6lrSG+2yZwQQuVqiMhTMXyQas5U1CLvXBUkCRgRG6R2OQRgSLQJBp3GbuE3IiJHY/gg1WQ3XfXoF97Y6EjqM+i0GN4UBLdx6IWIegjDB6mG/R6uaRQ3mSOiHsbwQaqRr3wwfLgWeZO57bm88kFEPYPhg1RRb7Xh55OlANhs6mpGxgdDkoDcs1UoLqtRuxwi8kAMH6SKfafKUFNvg9nXB316+atdDjVjMvpgYKQJAIdeiKhnMHyQKuQhlxQuLuaS5MXGtnGxMSLqAQwfpIosNpu6NHmTOYYPIuoJDB+kCvnKRyr7PVxSWnxj+Nh3qgzlNfUqV0NEnobhg5yuuKwGJ0uroZGgrClBriXSbERsiC9s4vyUaCIiR2H4IKfLbtpMrn9EIAIMOpWrofYoS61z6IWIHIzhg5yO+7m4h/QE9n0QUc9g+CCnky/jp7LZ1KXJM1525JWirsGmcjVE5EkYPsip6hps2HXSAoBXPlxdUlgAgv18UNtgw+4Ci9rlEJEHYfggp9pTYEFdgw0h/nokhPqpXQ5dgCRJSGPfBxH1AIYPciq53yMlNgiSxMXFXJ28ydzWY1zplIgch+GDnGqHvLgYh1zcgrzJXFbuOdhsQuVqiMhTMHyQU8nTbLmyqXsYHGWG0UeDkqp6HDldoXY5ROQhGD7IaQpKq3HKUgOtRsLwWLPa5VAH6HUapMTK+7xw6IWIHIPhg5xGvuqRHBkIPz0XF3MX8pRbNp0SkaMwfJDTZOeWAuB+Lu5GnvGyleGDiByE4YOchv0e7mlkfDA0EnCipBqnLNVql0NEHoDhg5yipt6KPU0LVTF8uJcAgw6DokwAgO3s+yAiB2D4IKfYfdKCeqtArwA9YkN81S6HOon7vBCRIzF8kFM0H3Lh4mLu53z44JUPIuo+hg9yCrnZlIuLuSd5sbH9hWWwVNerXA0RuTuGD+pxQghksdnUrYUHGpEQ6gchzl/FIiLqKoYP6nEnSqpxurwWOo2EYTFcXMxdcZM5InIUhg/qcfJfyoOjTDD6aFWuhrpKXmxsGzeZI6JuYvigHidvJpfCIRe3Jjed5pwoRW2DVeVqiMidMXxQj8vKber3YLOpW0vs5Y9Qfz3qGmzYfdKidjlE5MYYPqhHVddZse9UGQBgZFyQusVQt0iSpMx62cqhFyLqBoYP6lE/nyhFg00gwmRAdBAXF3N36Ww6JSIHYPigHpXd1O/BxcU8gxI+cktgswmVqyEid8XwQT1K6fdgs6lHGBxlgp9eC0t1PQ4VV6hdDhG5KYYP6jFCCOyQFxeLD1K3GHIInVaDlKbeHe7zQkRdxfBBPSbvXBXOVtZBr9VgcBQXF/MUafHcZI6Iuofhg3qMsrhYNBcX8ySjEuWmU854IaKuYfigHsN+D880IjYIWo2Ek6XVOFlarXY5ROSGGD6ox8g72aZycTGP4m/QYXCUCQCn3BJR13hV+Phv9gnk5JeqXYZXqKxtwP5CeXExhg9PI0+5Zd8HEXWF14SPdfuK8JuVO/Grf25RZmBQz9l5ohQ2AUSZjYg0G9UuhxyMm8wRUXd4TfgY0ycU6fEhKK9twJ3LtirNkNQzspv6PVI45OKR0pqufBwoKoelql7laojI3XhN+PA36LD8rnSMSjwfQOSGSHI8eWXTVA65eKReAQb06eUPAMjK49ALEXVOp8PHd999h6lTpyIqKgqSJOGTTz6xe1wIgXnz5qF3797w9fVFRkYGDh065Kh6u8XfoMPbd6VjdGIIKmobMOOtrcjK5Runo9kvLsbw4am4yRwRdVWnw0dlZSWGDx+ORYsWtfn4iy++iFdffRWvv/46tmzZAn9/f2RmZqKmpqbbxTqCn77xCsiYPo0BpPEKCAOIIx07U4mSqnoYdBoM6m1SuxzqIdxkjoi6qtPhY8qUKXjuuedw3XXXtXpMCIGXX34Zv//973Httddi2LBhePfdd1FQUNDqComa/PQ6vDUzHWP7hKKyzoo7l23lG6gDycNZQ6PN0Ou8ZmTP68jh4+cTFtTUW1WuhojciUN/Mxw7dgyFhYXIyMhQ7jObzRg9ejQ2bdrU5ufU1tairKzM7uYMcgC5JKkpgLy1ldMGHUTp9+CQi0eLD/VDrwAD6qw2/HzConY5RORGHBo+CgsLAQARERF290dERCiPtbRw4UKYzWblFhsb68iSLshXr8WyGekY1zcUVXVWzHhrK7YeYwDpLrnfI4XNph5NkiSMSmyacsvgTkSdoPo18blz58JisSi3/Px8pz6/r16Lf96ZjvF9e6GqzoqZy7diy9GzTq3Bk5TX1ONAUTkA7mTrDbjJHBF1hUPDR2RkJACgqKjI7v6ioiLlsZYMBgNMJpPdzdl89Vr8c0YaJvSTA8g2bGYA6ZKc/FIIAcQE+yI8kIuLeTp5k7ms3BJYbULlaojIXTg0fCQmJiIyMhLr1q1T7isrK8OWLVswduxYRz6Vwxl9tHjzzsYAUl1vxV3Lt2HTEQaQzuJ+Lt4lOTIQ/notymsacLDpihcR0cV0OnxUVFQgJycHOTk5ABqbTHNycpCXlwdJkvDYY4/hueeew2effYZdu3bhzjvvRFRUFKZNm+bg0h1PDiCX9g9Ddb0Vd7+9DT8dOaN2WW5FXjmW+7l4B51Wo6zlwqEXIuqoToeP7du3IyUlBSkpKQCAOXPmICUlBfPmzQMAPPnkk5g9ezbuu+8+pKeno6KiAqtXr4bR6B6X4I0+Wiz9VSomNg8ghxlAOsJmEwwfXuj8JnNcbIyIOkYSQrjUQG1ZWRnMZjMsFosq/R+ymnorHng/CxsOnIbRR9M0K6aXavW4g0NF5bjipe9g9NFg17OZ8NGq3s9MTvDTkTO47c0tiDQZsWnu5ZAkSe2SiEgFnfn9zd8O7TD6aPH6Ham4bEAYauptuPvtbfjhEK+AXIh81WN4TBCDhxdJiQ2GTiOhsKwGJ0qq1S6HiNwAf0NcgNFHi9d/lYrLk8NR22DDPe9sw/eHTqtdlsuSm025n4t38dVrMSTaDADYzq0KiKgDGD4uwqDTYskdIzG5KYD8+p3t+O4gA0hbstjv4bXSE+SmU/Z9ENHFMXx0gEGnxeI7RiJjYFMAeXc7NjKA2LFU1eNwcQUAICUuSN1iyOmUplOuEExEHcDw0UEGnRaLb09FxsAI1DXYcO+727HhQLHaZbmMHfmNf/EmNO33Qd5FXtflUHEFSirrVK6GiFwdw0cn6HUaLL59JK4Y1BhA7nsviwGkibyZHIdcvFNogAFJYf4AgO25HHohogtj+OgkvU6DRbeNRObgpgDybhbW72cAyW76hZPCZlOvJS+1vp2LjRHRRTB8dIFep8FrcgCx2nD/e1n4dn/RxT/RQ1ltAjn5pQCAkez38FrcZI6IOorho4t8tI0BZMqQSNRZbXjgvWys2+edAeRQcTkqahvgr9diQESg2uWQSuSm010nLaipt6pcDRG5MoaPbvDRavDqrSn45dCmAPJ+Ftbu9b4AIq/vMTw2CDouLua1YkN8EWEyoN56/koYEVFb+Juim3y0GrxySwquGtob9VaBBz/IwhovCyBZuVzfgwBJkpCWwL4PIro4hg8H8NFq8PItI3DVsMYA8tAHWfhmT6HaZTnNDnlxsfggdQsh1Y1qCh9budgYEV0Aw4eD+Gg1eOXmEbhaCSDZ+NoLAkhJZR2OnqkE0LjHB3m3tKaVTrNzS2C1udSelUTkQhg+HEin1eDlm0dg6vAoNNgEZn2QjdW7PTuAyIuL9QnzR7C/XuVqSG3JkSYEGnSoqG3AvlNlapdDRC6K4cPBdFoNXrppOK5pCiAPr8jG6t2n1C6rx7Dfg5rTaiRlY0H2fRBRexg+eoBOq8HfbxqOa0c0XQFZsQNf7fLMAKLsZMvwQU2UTea40ikRtYPho4c0BpARmDYiClabwMP/2oEvPSyANFht2HmiFMD5vT2I0pptMicE+z6IqDWGjx6k1Uj4200jcH1KNKw2gdn/2oH//ew5AeRAUTmq6qwINOjQLzxA7XLIRYyIDYKPVkJxeS3yz1WrXQ4RuSCGjx6m1Uj4y43Dcf3IxgDyyIc78PnOArXLcgh5P5cRcUHQaCSVqyFXYfTRYmi0GQCXWieitjF8OIFWI+EvNwzH9JExsNoEHvsoxyMCCHeypfakJ3KfFyJqn07tAryFViPhxRuGQZKAj7NO4NEPd8AmBK4dEa12aV2WrSwuxvBB9tLjQ/AGjjJ8dJHVJpCdV4Ks3BJoJQlGvRa+Pk03vQZG5f+18PPRwajXKI9ziwNyBwwfTqTVSHhx+jBIAFZmncDjH+UAgFsGkDMVtcg9WwWgcYyfqDm5AfnI6UqcrahFaIBB5YpcX1lNPb47eBrr9hVj/YFilFbVd+k8PlrJLpz4+mjb/rhZYLEPN42P+9kda/+4QaeBJHGolbqO4cPJNBoJf54+DBpJwkfb8/H4RzkQApiW4l4BRO736BceALOvj8rVkKsJ9tejf0QADhZVYHtuCTIHR6pdkkvKO1uFtfuKsG5/EbYcPYeGZqvCmn19MK5vKAw6LarrrKiub7zV1FvPf9zsfnliUb1VoN7agPKahh6t3T7MaC4SdBr/309/4ccbgxCv4ngDhg8VaDQSFl4/FJIEfLgtH3P+nQMBgetSYtQurcPkfg9OsaX2pCWENIaP4+cYPppYbQI78kqwdl8x1u0rwqHiCrvH+/Tyx+SB4Zg8MAJp8cEd/uUrhEBtg60xmDQLJY1BxXY+uDQLK9V11raPVz5uPF9VXUPTsTbUWW3Kc8rn6UkdvYrjp2+8Jfbyx9AYM/pHBMKHwcWlMXyoRKOR8MJ1jQHkX1vzMeffOyEEcP1I9wggSr8Hm02pHekJwVixJc/rN5krr6nH94fOYO2+Imw4cBrnKuuUx7QaCekJwcgYGIHLk8PRJ6xrU9YlqfGXtNFHiyAH1d2WBqsNNQ22NoPLhcONrfVVm6aPq+paHOuAqzh6nQYDIwMxNMaModFmDIlmIHE1DB8q0mgkPD9tKAAJ/9qah9+sbAwg01NdO4DUW234uWlxMe5kS+1Jb1psbM9JC6rqGuCn9563m/xzTcMp+4qx5dhZ1FvPD6eYjDpMGhCOyQPDMal/OMx+7jNsqdNqEKDVIMDQc9/Lrl7FKaupx4HCcuw6aUF5TQN2nrBg5wmLcl69ToOBvU0YFn0+kPSLCGAgUYn3vBu4qMYAMgQaCfhgSx6e+HgnBIAbXDiA7DtVhpp6G0xGHfr04uJi1LboIF/0NhtxylKDnPxSXJLUS+2SeozVJpCTf3445WCR/XBKYi9/TE5uGk5JCOYvvAvo7lUcIQRyz1Zh10kLdp+04OcTFuwuaAok+aXYmV+qHGtoCiRDo83KVZJ+4QHsNXEChg8XoNFI+OO1QyBJwPub8/B/H++ETQjclBardmltkptNR8YHc3ExapckSUhPCMFnOwuw7ViJx4WPitoGfH/wNNY2zU5pOZySGh+MjKb+jaQuDqdQ50mShIRe/kjo5Y+pw6MAADabQN65KvzcFEh2nWj8b3ltA3LyS5HTIpAMijIpV0eGxZjRN4yBxNEYPlyEEkAg4b3Nufjtf34GBHBTuusFEC4uRh2VnhCMz3YWYHuuZ6z3kX+uCuv2FWHd/mJsOXrOrgEzsGk4JWNgOCb2D0OQn17FSqk5jeZ8ILmmWSDJPdd4hWTXidKmKyVlqKhtwI68Uuxoep8DAKOPBoN6Nw8kQUgK82cg6QaGDxciSRL+cO1gSBLw7qZc/Pa/P0NA4Ob0OLVLs5OVy2ZT6hh5k7ns3BI0WG1u92bdOJxS2hg49hXjQFG53eMJoX6YPDACkweGIz0hhMMpbkSjkZDYyx+JLQLJ8bOVTYHEgl0nLdhT0BhIsvNKlT+8gPOBZFhMEIY09ZH0DQ+AlleDO4Thw8VIkoQF1wyGBOCdTbn47X92QQjgllGuEUCKy2pwsrQakgQMjzWrXQ65uAERgQg06lBe04B9p8oxNMb1f2Yqaxvw/aGm4ZT9xTjbbDhFIzUGKrl/IynMn4tteRCNRkKfsAD0CQtQFn+02QSOna1Uhmt+PmnBnpMWVNZZWwUSXx+tMmQj95EkhTGQtIXhwwVJkoRnrxkMSZLw9k/H8dR/d8EmgNtGqx9A5Cm2jb9U3KdLn9Sh0UhIiw/G+gOnse34OZcNHydKqvDt/mKs3VeMzUfOthpOmdg/DBkDIzBpAIdTvI1GIyEpLABJLQLJ0TNNgaQplOwpaAwkWbklytVhoDGQDI4yKf0jQ6PN6MNAwvDhqiRJwvypgyBJwPIfj+N3q3ZBQOD20fGq1qX0e3BxMeqgtIQQJXzcPT5R7XIANP7yyDlxfjhlf6H9cEp8qB8mJ0cgY2A40hM5nEL2NBoJfcMD0Dc8QFmd2moTOHamErtOlmLXiTLsPtk4y6aqzortuSXY3iyQ+OnPB5KhTaEksZd3BRKGDxcmSRLmXT0IEiS89eMxPL1qN4QA7hijXgBhvwd11ihlh9sSCCFUG6ZoHE45g3X7irD+QDHOVNgPp6TGB2PywMbAkRQWwOEU6hRts0ByXUrjfY2BpAI/N/WP7G5qaq2qs2Lb8RJsO24fSIZENTa0Do0xYWh0EPr08vfYGYUMHy5OkiQ8c/VASBKw7Idj+P0nuyEA/EqFAFLXYMOuk42L9oyMC3L685N7Ghpthl6rUTYjTOjl77TnPllajW/3FWHtvmJsOnoWdQ3NhlMMOlw6IAyTk8Nx2YBwBPtzOIUcqzGQBKJveKCyerXVJnD0dAV2yWuQNDW1VtVZsfX4OWxtthO0v16LwVFmu5VaPSWQMHy4AUmS8PurBkIjAW9+fwzPfLIbQgjcOTbBqXXsKbCgrsGGYD8fJDrxFwi5N6OPFsNjzdh2vARbj5/r0fBhswn8fNKCdU2BY9+pMrvH40L8MHlgODIGRiA9IQR6HYdTyLm0Ggn9IgLRL8I+kBw5XaHMsNl10oK9BWWobCOQBBh0GBTVtFJrTGMgSQx1v0DC8OEmJEnC7345EJIkYel3RzHv0z0A4NQA0nx9D16Sps5ISwjBtuMl2H78nMMXz6uqOz+c8u3+0zhTUas8ppEaf17l4ZS+4RxOIdej1UjoHxGI/hGByvYaDVYbjpyubLZSayn2nmqc9rv12DlsPWYfSAZH2a/UmuDigYThw41IkoS5U5IhAXijKYDYbAIzxzmnia/5yqZEnZGeEIwlALY7aJO5gtJqrNvfuJT5T0fsh1MCDDpc2r8XJidH4LLkcIRwOIXckE6rwYDIQAyIDFS225ADyc8nSpWZNvI6JFuOncOWZoEk0KDD4Gj7hdHiQ/xcJpAwfLgZSZLw1JRkSJKE1zcewbOf74UAcJcTAog8zTaF/R7USalxIZAk4OiZSpwur0VYoKFTn2+zCexqNpyyt8VwSmyIb9PslAiMSuRwCnmm5oHkxqYriA1WGw6frlD6R+Qhm/LaBmw+eg6bj7YOJPLCaFOH9VbtSiDDhxuSJAm//cUASBKwZMMRLPh8L4RAj05jPGWpxilLDbQaCcNjgnrsecgzmf18MCAiEPsLy5GVew6/GNL7op9TVdeAHw+fVZYzP11+fjhFUoZTGvs3+nE4hbyUTqtBcqQJyZEmZUizwWrDoeIKu5Va952yDyTRQb7Kyq6q1K3aM1O3SJKEJzMHQAKweMMR/OGLvbAJgV9P6NMjz5edWwoASI4MhH8PbqdNnistIRj7C8ux9VhJu+HjlKUa6/adH06pbTac4q/X4tL+YZg8MAKXDQhDaEDnrp4QeQudtnG33oG9zweSeqsNh4oqlKsjAUZ138f5W8SNSZKE/8scAI0k4bX1h/Hc//YBQI8EEK7vQd2VnhCC9zfn2W0yZ7MJ7C6wKFvR7ymwH06JCfZFRtPeKaMSQ2DQaZ1dNpFH8NE27tY7KMrkEhuWMny4OUmS8Jsr+0OSgH982xhAhADuvdSxAUTu9xgZH+TQ85L3SG/aZG5PQRm+2nUK3x06jXX7ilHcYjglJTaoaXZKBPpHcDiFyBMxfHgASZIw54r+kCQJr647hOe/3AcBgfsuTXLI+WvqrdhT0Li4WGpciEPOSd4nKsgX0UG+OFlajQc/yFbu99drMaFfGCYPDMdlyeHoxeEUIo/H8OEhlAAC4JV1h/DCl/thE8ADE7sfQPYUWFBvFegVoEdsiG/3iyWvddWw3lj63VFEB/kiY2A4Lh8YgTF9OJxC5G0YPjzM41c0DsG8vPYQ/vTVfggBPDipewFE7vdI4eJi1E2//UUy7p3QB70C9PxZIvJinAzvgR7L6I/HM/oDAP68ej8WbzjcrfPJM13YbErdpdVICAs0MHgQeTmGDw/1aEY/zLmiMYC8uPoAFq3vWgARQijNpqlc2ZSIiByA4cODPTK5H37TFED+8vUBvPbtoU6f42RpNYrLa6HTSBgWY3Z0iURE5IUYPjzc7Mn98H+ZAwAAf/3mIP6xrnMBRO73GBRlgtGHTYFERNR9DB9eYNZlfZUA8rc1B/HK2o4HkB3NdrIlIiJyBIYPLzHrsr548heNAeSltQfx8tqDHfq884uLMXwQEZFjMHx4kYcm9cVTU5IBNE7FfWnNhQNIdZ0Ve5uWux7JnWyJiMhBuM6Hl3lgYhIkAAu/2o9X1h2CAPB4Rr82pz7+fKIUDTaB8EADooO4uBgRETkGr3x4ofsnJuF3v2y8AvLqusYrIEKIVsdlN+v34LoMRETkKAwfXuq+S5Pw+6sGAgBe/fYw/vZN6wDC9T2IiKgnMHx4sV9P6KMEkNfWH8ZfvzmgBBAhBHZwJ1siIuoBDB9e7tcT+uCZqwcBABatP4K/fN0YQPLOVeFMRR18tBIGR3FxMSIichw2nBLuGZ8ICcAfvtiLxRuOwCaAAZEBAIAh0WYuLkZERA7VY1c+Fi1ahISEBBiNRowePRpbt27tqaciB7h7fCKendp4BeT1jUew8Mv9ALi4GBEROV6PhI+PPvoIc+bMwfz585GdnY3hw4cjMzMTxcXFPfF05CAzxyViwTWDAQDF5bUAGD6IiMjxeiR8/P3vf8e9996Lu+66C4MGDcLrr78OPz8/vPXWWz3xdORAMy5JwB+ubQwgGokzXYiIyPEc3vNRV1eHrKwszJ07V7lPo9EgIyMDmzZtanV8bW0tamtrlY/LysocXRJ10p1jExAX4od6q0Ck2ah2OURE5GEcfuXjzJkzsFqtiIiIsLs/IiIChYWFrY5fuHAhzGazcouNjXV0SdQFkwaE44pBERc/kIiIqJNUn2o7d+5cWCwW5Zafn692SURERNSDHD7s0qtXL2i1WhQVFdndX1RUhMjIyFbHGwwGGAwGR5dBRERELsrhVz70ej1SU1Oxbt065T6bzYZ169Zh7Nixjn46IiIicjM9ssjYnDlzMGPGDKSlpWHUqFF4+eWXUVlZibvuuqsnno6IiIjcSI+Ej5tvvhmnT5/GvHnzUFhYiBEjRmD16tWtmlCJiIjI+0iirb3UVVRWVgaz2QyLxQKTyaR2OURERNQBnfn9rfpsFyIiIvIuDB9ERETkVAwfRERE5FQMH0RERORUDB9ERETkVAwfRERE5FQMH0RERORUPbLIWHfIy46UlZWpXAkRERF1lPx7uyPLh7lc+CgvLwcAxMbGqlwJERERdVZ5eTnMZvMFj3G5FU5tNhsKCgoQGBgISZIceu6ysjLExsYiPz+fq6deBF+rjuNr1XF8rTqOr1Xn8PXquJ56rYQQKC8vR1RUFDSaC3d1uNyVD41Gg5iYmB59DpPJxB/ODuJr1XF8rTqOr1XH8bXqHL5eHdcTr9XFrnjI2HBKRERETsXwQURERE7lVeHDYDBg/vz5MBgMapfi8vhadRxfq47ja9VxfK06h69Xx7nCa+VyDadERETk2bzqygcRERGpj+GDiIiInIrhg4iIiJyK4YOIiIiciuGDiIiInMprwseiRYuQkJAAo9GI0aNHY+vWrWqX5JK+++47TJ06FVFRUZAkCZ988onaJbmshQsXIj09HYGBgQgPD8e0adNw4MABtctySUuWLMGwYcOUFRXHjh2Lr776Su2y3MKf/vQnSJKExx57TO1SXM6zzz4LSZLsbsnJyWqX5bJOnjyJO+64A6GhofD19cXQoUOxfft2VWrxivDx0UcfYc6cOZg/fz6ys7MxfPhwZGZmori4WO3SXE5lZSWGDx+ORYsWqV2Ky9u4cSNmzZqFzZs3Y82aNaivr8eVV16JyspKtUtzOTExMfjTn/6ErKwsbN++HZdffjmuvfZa7NmzR+3SXNq2bdvwxhtvYNiwYWqX4rIGDx6MU6dOKbcffvhB7ZJcUklJCcaNGwcfHx989dVX2Lt3L/72t78hODhYnYKEFxg1apSYNWuW8rHVahVRUVFi4cKFKlbl+gCIVatWqV2G2yguLhYAxMaNG9UuxS0EBweLf/7zn2qX4bLKy8tFv379xJo1a8TEiRPFo48+qnZJLmf+/Pli+PDhapfhFn7729+K8ePHq12GwuOvfNTV1SErKwsZGRnKfRqNBhkZGdi0aZOKlZGnsVgsAICQkBCVK3FtVqsVH374ISorKzF27Fi1y3FZs2bNwlVXXWX33kWtHTp0CFFRUejTpw9uv/125OXlqV2SS/rss8+QlpaGG2+8EeHh4UhJScGbb76pWj0eHz7OnDkDq9WKiIgIu/sjIiJQWFioUlXkaWw2Gx577DGMGzcOQ4YMUbscl7Rr1y4EBATAYDDggQcewKpVqzBo0CC1y3JJH374IbKzs7Fw4UK1S3Fpo0ePxttvv43Vq1djyZIlOHbsGCZMmIDy8nK1S3M5R48exZIlS9CvXz98/fXXePDBB/HII4/gnXfeUaUenSrPSuRhZs2ahd27d3O8+QIGDBiAnJwcWCwWfPzxx5gxYwY2btzIANJCfn4+Hn30UaxZswZGo1HtclzalClTlP8fNmwYRo8ejfj4ePz73//GPffco2JlrsdmsyEtLQ0vvPACACAlJQW7d+/G66+/jhkzZji9Ho+/8tGrVy9otVoUFRXZ3V9UVITIyEiVqiJP8vDDD+OLL77A+vXrERMTo3Y5Lkuv16Nv375ITU3FwoULMXz4cLzyyitql+VysrKyUFxcjJEjR0Kn00Gn02Hjxo149dVXodPpYLVa1S7RZQUFBaF///44fPiw2qW4nN69e7cK+gMHDlRtmMrjw4der0dqairWrVun3Gez2bBu3TqON1O3CCHw8MMPY9WqVfj222+RmJiodkluxWazoba2Vu0yXM7kyZOxa9cu5OTkKLe0tDTcfvvtyMnJgVarVbtEl1VRUYEjR46gd+/eapficsaNG9dqKYCDBw8iPj5elXq8Ythlzpw5mDFjBtLS0jBq1Ci8/PLLqKysxF133aV2aS6noqLC7q+GY8eOIScnByEhIYiLi1OxMtcza9YsrFixAp9++ikCAwOVHiKz2QxfX1+Vq3Mtc+fOxZQpUxAXF4fy8nKsWLECGzZswNdff612aS4nMDCwVd+Qv78/QkND2U/UwhNPPIGpU6ciPj4eBQUFmD9/PrRaLW699Va1S3M5jz/+OC655BK88MILuOmmm7B161YsXboUS5cuVacgtafbOMs//vEPERcXJ/R6vRg1apTYvHmz2iW5pPXr1wsArW4zZsxQuzSX09brBEAsX75c7dJczt133y3i4+OFXq8XYWFhYvLkyeKbb75Ruyy3wam2bbv55ptF7969hV6vF9HR0eLmm28Whw8fVrssl/X555+LIUOGCIPBIJKTk8XSpUtVq0USQgh1Yg8RERF5I4/v+SAiIiLXwvBBRERETsXwQURERE7F8EFEREROxfBBRERETsXwQURERE7F8EFEREROxfBBRERETsXwQURERE7F8EFEREROxfBBRERETvX/EK0hWrYjGBwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ibar_SSB is 2\n"
     ]
    }
   ],
   "source": [
    "dmrsIndices = nrPBCHDMRSIndices(detected_NID, style='matlab')\n",
    "xcorrPBCHDMRS = np.empty(7)\n",
    "for ibar_SSB in range(7):\n",
    "    PBCHDMRS = nrPBCHDMRS(detected_NID, ibar_SSB)\n",
    "    xcorrPBCHDMRS[ibar_SSB] = np.abs(np.vdot(nrExtractResources(dmrsIndices, rxGrid), PBCHDMRS))\n",
    "ibar_SSB = np.argmax(np.abs(xcorrPBCHDMRS))\n",
    "\n",
    "pl.plot(np.abs(xcorrPBCHDMRS))\n",
    "pl.title('PBCH correlations for different ibar_SSB')\n",
    "pl.show()\n",
    "print(f'ibar_SSB is {ibar_SSB}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "ibar_SSB = 2\n",
    "refGrid = np.zeros((nrbSSB*12, 4), 'complex')\n",
    "dmrsIndices = nrPBCHDMRSIndices(detected_NID)\n",
    "\n",
    "\n",
    "temp = nrSetResources(dmrsIndices, refGrid, nrPBCHDMRS(detected_NID, ibar_SSB))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'wiped PBCHDMRS symbols')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PBCHDMRS_wiped = nrExtractResources(dmrsIndices, rxGrid) / nrExtractResources(dmrsIndices, refGrid)\n",
    "\n",
    "fig, axs = pl.subplots(1, 1, figsize=(5, 5), facecolor='w', sharex=True, sharey=True)\n",
    "axs.plot(PBCHDMRS_wiped.real, PBCHDMRS_wiped.imag, '.')\n",
    "axs.add_patch(pl.Circle((0, 0), 1, color='red', fill=False, linewidth=1, linestyle=':'))\n",
    "axs.set_xticks([])\n",
    "axs.set_yticks([])\n",
    "        \n",
    "fig.subplots_adjust(hspace=0, wspace=0)\n",
    "fig.suptitle('wiped PBCHDMRS symbols', y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12bbc07d0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.patches as mpatches \n",
    "H, nVar = nrChannelEstimate(rxGrid = rxGrid, refGrid = refGrid)\n",
    "im = pl.imshow(np.abs(H), origin='lower', aspect='auto')\n",
    "values = np.linspace(np.min(np.abs(H)), np.max(np.abs(H)), 10)\n",
    "colors = [ im.cmap(im.norm(value)) for value in values]\n",
    "patches = [ mpatches.Patch(color=colors[i], label=\"Level {l}\".format(l=values[i]) ) for i in range(len(values))]\n",
    "pl.legend(handles=patches, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "pl.show()\n",
    "\n",
    "im = pl.imshow(np.angle(H), origin='lower', aspect='auto')\n",
    "values = np.linspace(-np.pi, np.pi, 10)\n",
    "colors = [ im.cmap(im.norm(value)) for value in values]\n",
    "patches = [ mpatches.Patch(color=colors[i], label=\"Level {l}\".format(l=values[i]) ) for i in range(len(values))]\n",
    "pl.legend(handles=patches, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'equilized PBCHDMRS symbols')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PBCHDMRS_wiped = nrExtractResources(dmrsIndices, rxGrid/H)\n",
    "\n",
    "fig, axs = pl.subplots(1, 1, figsize=(5, 5), facecolor='w', sharex=True, sharey=True)\n",
    "axs.plot(PBCHDMRS_wiped.real, PBCHDMRS_wiped.imag, '.')\n",
    "axs.add_patch(pl.Circle((0, 0), 1, color='red', fill=False, linewidth=1, linestyle=':'))\n",
    "axs.set_xticks([])\n",
    "axs.set_yticks([])\n",
    "        \n",
    "fig.subplots_adjust(hspace=0, wspace=0)\n",
    "fig.suptitle('equilized PBCHDMRS symbols', y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "evm = 0.36632205070573814\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'equilized PBCH symbols\\nevm = 0.366')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CkdevX8/ccccdTFJSEhMaGso0bNiQmTJlClNUVMS5f6tWrRiz2cycPn3a4zu+e3L//fczUVFRHvu7t98eirx27VomOzubSUpKYiIiIpghQ4YwJ0+e9Ph9Tk4O06FDByYsLIxJSEhg7r33Xo92uferr776ihkxYgRTv359JjQ0lKlfvz5zzz33MEePHhW8T4S+MTGMn713hGp8/fXX6Nu3L3bs2OGSfU8ENh06dEBCQgK++uorrZtCEA7I50IQBubnn3/Gvn37MGHCBK2bQhAukM+FIAzIwYMHsXv3brz00kuwWCzIzMzUukkE4QJpLgRhQNavX4+JEyfi5s2bWLt2raSK1gThT8jnQhAEQSgOaS4EQRCE4pBwIQiCIBSHhAtBEAShOCRcCMILzpw5g7FjxyIuLg4xMTEYMWIEZ6l6LubPn49u3bohMTER4eHhaNasGR577DGXUjjOHD9+HOPGjUNSUhIiIiLQrFkzPPXUUx772Ww2vPnmm2jfvj0iIiJQu3Zt9OvXz1EBgSD8CTn0CUImV65cwa233gqr1YonnngCNWvWxCuvvAKGYbBv3z6PFS/dGT16NBITE5Geno7o6GgcOnQIK1ascFRDjoqKcuy7b98+9OnTB8nJyZgwYQJq166NwsJCnDp1CitXrnQ57gMPPIDVq1djwoQJ6N69O65evYq9e/fi3nvvxd/+9jdV7gVB8KJhdQCCMCSLFi1iADA//fSTY9uhQ4eYkJAQJjs726tjrl+/3lFmxU5lZSXTunVrpmvXro5VSPnIyclhADAbN2706vwEoTRkFiN85syZM3jwwQdRt25dhIWFoVWrVnjnnXcc3587dw41atTAs88+6/HbI0eOwGQy4Y033gDArsNuMpmQl5eHRx99FImJiYiLi8OUKVNQXl6OixcvYsKECYiPj0d8fDxmzZrl9/VH1q9fj86dO6Nz586Obenp6ejfvz/WrVvn1TFTU1MBwGV5hK1bt+LgwYN45plnEBERgWvXrqGyspLz9y+//DK6dOmCO++8EzabDVevXvWqHQShFCRcCJ84d+4cunXrhi+//BLTpk3Da6+9hqZNm2LSpEl49dVXAQB169ZF7969OQfenJwchISE4K677nLZPn36dBw7dgzPPvsshg8fjuXLl2POnDkYNmwYKisrMX/+fPTs2RMvvPAC3n//fdF2XrlyxWXpaL5/VqtV8Dg2mw379+93WcHSTpcuXXD8+HFJK1cyVUtZ//nnn/j222/x6KOPIiQkxKUm3JdffgkACAsLQ6dOnRAVFYXIyEjcfffdLmXqL126hJ9++gmdO3fG7NmzERsbi1q1aqFx48ZeCzuC8BmtVSfC2EyaNImxWCxMSUmJy/a7776biY2NdZhzli1bxgBgDhw44LJfy5YtmX79+jk+2ysWDxgwwKU6cffu3RmTycT8/e9/d2yrqKhgUlJSXKo783H//fcLVnC2/xM7VnFxMQOAee655zy+W7JkCQOAOXz4sGh7ioqKXM6bkpLC5OTkuOwzfPhwBgBTu3Zt5t5772XWr1/PzJkzh6lRowbTo0cPx/3Zs2ePY7+6desyS5cuZVavXs106dKFMZlMTG5urmh7CEJpqLYY4TUMw2DDhg0YO3asYyZuZ8CAAfjwww+xZ88eZGRkYNSoUXjkkUeQk5OD1q1bA2DrY/3222+YMWOGx7EnTZrksspm165d8f3332PSpEmObSEhIejUqRN2794t2tZZs2Zh/PjxovvFx8cLfl9WVgaA1SbcsZdgse8jREJCArZt24br169j79692Lhxo2P1Szv2z507d3aslTN69GhERkYiOzsbX331FW6//XbHfhcuXMAPP/yArl27AgCGDx+OtLQ0zJ07FwMHDhRtE0EoCQkXwmuKi4tx8eJFLF++nHMVTIBdhAsA6tSp4/BJPP/88wBYk1iNGjUwatQoj981bNjQ5XNsbCwAoEGDBh7bS0tLRdvasmVLtGzZUvyiRIiIiADAvULi9evXXfYRIjQ01LF879ChQ9G/f39kZGQgKSkJQ4cOdTmO+/LK48aNQ3Z2NvLz83H77bc79ktLS3MIFgCoVasWhg0bhg8++AAVFRWoUYNed8J/UG8jvMZmswEAxo8fj/vvv59zH+dld++++25MnDgR+/btQ/v27bFu3Tr0798fderU8fhdSEgI5/G4tjMSHPpWq1WSRhEaGoqEhATe7xMSEhAWFsa5ZLN9W/369UXP406PHj1gsViwevVqh3CxH6du3bou+yYlJQGAQ6jy7Wff9+bNm7h69apDQBOEPyDhQnhNYmIioqOjUVlZ6ZiFCzFy5EhMmTIFOTk5AICjR48iOztb7WYCAGbMmIF3331XdL/evXvj66+/5v3ebDajTZs2+Pnnnz2++/HHH9G4cWNER0d71cbr16+7BBR07NgRK1aswJkzZ1z2O3v2LAD2/gOscKlXr57HfvZ9w8PDvW4TQXgLCRfCa0JCQjB69GisWbMGBw8edPhS7BQXFzsGQACIi4vDgAEDsG7dOjAMg9DQUIwcOdIvbVXK5wIAY8aMQVZWFn7++WdH1NiRI0ewfft2zJw502Xfw4cPIzIy0mHmu3r1KkwmEyIjI13227BhA0pLS12i0EaMGIEZM2Zg5cqVeOCBB2A2s8Gdb731FgC4JEZmZmbitddew7Zt2xzbS0pK8Omnn6Jfv36O3xKEv5AkXGw2G86ePYvo6GgXJytBPPXUU9i+fTu6du2K+++/H82bN0dpaSl++eUXfP311zh58qTL/sOHD8f//vc/LF26FP3794fZbMalS5cc39tNV1euXHHZbvdxXL58GaGhoY7tN2/eBACXfblISUlBSkqKpGsSO9b48eOxbNkyDB48GNOnT0fNmjWxZMkSJCUl4eGHH3b5fYsWLdCzZ09s2rQJALB//36MGDECo0aNwi233AKz2Yy9e/ciJycHDRs2xIMPPuj4fWRkJGbOnIl58+bh9ttvx5AhQ3Dw4EG8++67GDNmDJo3b+7Yd9q0acjJycHo0aPxyCOPICYmBu+88w5u3ryJ2bNni14TQUjFboaOiYkRlAeSyr+cPn3aw5FKEARBBC9WqxUxMTG830vSXOz22lOnTgkejCAIgghsLl26JEnZkCRc7KpPTEwMCReCIAhCFPLyEQRBEIpDwoUgCIJQHBIuBEEQhOKQcCEIgiAUh4QLQRAEoTgkXAiCIAjFIeFCEARBKA4JF4IgCEJxSLgQBEEQikPChSAIglAcEi4EQRCE4pBwIXRJkbUM+cdLUGQVXz2SIAj9QYuFEbojZ1chsjcegI0BzCZgwag2yOzcUOtmEQQhA9JcCF1RZC1zCBYAsDHA7I0HSYMhCINBwoXQFQUlVx2CxU4lw+BEyTVtGkQQhFeQcCF0RVqdKJjdVk4NMZmQWieS+wcEQegSEi6ErrDERmDBqDYIqVqgLsRkwvxRrWGJjVDtnBQ8QBDKQw59Qndkdm6IXrck4kTJNaTWiVRVsFDwAEGoA2kuhC6xxEage5PaqmssFDxAEOpAwoUIWih4gCDUg4QLEbRQ8ABBqAcJFyJo0SJ4gCCCBXLoE0GNP4MHCCKYIOFCBD2W2AgSKgShMGQWIwidQvk3hJEhzYUgdAjl3xBGhzQXgtAZlH9DBAIkXAhCZ1D+DREIkHAhCJ1B+TdEIEDChSB0BuXfEIEAOfQJQodQ/g1hdEi4EIROofwbwsiQWYwgCIJQHBIuBEEQhOKQcCEIgiAUh4QLQRAEoTgkXAiCcED1zAiloGgxgiAAUD0zQllIcyEIguqZEYpDwoUgCKpnRigOCReCIKieGaE4JFwIggjIemYUnKAt5NAnCAJAYNUzo+AE7SHNhSAIB5bYCHRvUtvQgoWCE/QBCReCIAIKCk7QByRcCIIIKCg4QR+QcCEIIqAIxOAEI0IOfYIgAo5ACk4wKiRcCMJAFFnLUFByFWl1omjAFIEWW9MWEi4EYRAovJYwEuRzIQgDQOG1hNEg4UIQBoDCawmjQcKFUAUqvaEsFF5LGA0SLoTi5OwqRMbC7Ri34kdkLNyOnF2FWjfJ8FB4LWE0TAzDMGI7Xbp0CbGxsbBarYiJifFHuwiDUmQtQ8bC7S4mnBCTCXlZfWkgVIAiaxmF1xKaIlUeULQYoShCvgEaDH2HwmsJo0BmMUJRyDdAEARAwoVQGPINEAQBkFmMUAEqvUEQ0gjkigskXAhVIN8AQQgT6BUXyCxGEAThZ4Kh4gIJFyLgoARO/0P3XB7BUHGBzGJEQBHopgY9QvdcPvaoSvd8sECKqiTNhQgYFDM1lJcDv/0GXL3Kfv7qK+DZZ6u/nzABePFF9u9Tp4D0dOCHH9jP770H3HZb9b7Tp1fve+MG8P77QFFRVQNt8tqlQ7y958Gu6QRDVCUJFyJgkGVqOHoUWL26+vOECcDixezfJ04ArVoBu3axn3//Hdi6tXrfJk2A+vXZv6OigKFDgdq12c/JyUC3btX7JiQAtWqxfxcVsef59Vf28xtvAElJgL1IxuLFwJo17N8MA9y8Kev6tcAb8w6VB2LJ7NwQeVl9sXZyN+Rl9Q04bY+ECxEwCCZwlpYCjzwC7N/PfrF5M6tV2GnWjBUMAJCaCnz7LdCxI/t5yhTgu++q933mGWDcOPbvhARWM2nWjP3cvz/wwgvV+z77LPD3v1cf9+pVoFcv9nOvXsDcuUDV7BUHDwIFBezfBQVATAyQn89+/uMP4Ngxb26LqshNmg0GR7YcLLER6N6kdkBpLHZIuBABgyUmHAv6pCCkarALYRjMv7iLfXGjolgB8eef7JeTJ1ebpwBgzhzg3nvZv0NDgZ49geho5RsZGckeHwDatwcefrj6u/feA556iv07OhpYsIA1uQHASy8BI0ZU7/vqq8C+fcq3jwc+M5Zc804wOLIJFnLoE8bmxg3gyhXWLLVlCzIHD0avg8dwIjweqd/kwlJhYfcLDXUdjKOiNGmuZBITgcceq/78/PPA2bPs3+XlrHYUHc0KqJ9/ZgXTvHmqCEQxh72cpNlgcGQTLCRcCONx4wYQFsb+3bUr0L078OabrK/j009hSbXAEhUFNBmvbTuVJCGB/QewgvL06eqAgNOnge+/rxaYb7wBdOgAZGT4fFo+M1avWxJdhIjUpFm7pjN740FUMoymjuxAzo7XAyRcCGOxaRNwzz3AyZNAfDzrBE9JYb+LjweGD9e2ff7CZAJCQti/R45k/wGswHn7bdbEl5HBRrN9/z1rUrMLZBmoUeVaD+WBKHxafUi4ELqCczZ5111Au3bA008Dt94K/Otf1U7wO+7QrrF6xGwG9uwBKivZz9u2sYELxcXs5+++A5o3B+rUkXQ4tcxYWpYHkqqNEb5BDn1CN7iEqM7/CjnfV0VOdekCtGjB/m2xADNnAnFxmrVT95hMQI2qeeODDwKFhWwgAcOwgnruXPY78XUCBR32RsxVKbKW4fP9ZymowA+Q5kLogqLzVtfZpMmE2Z/9hl4t68Hyz39q2zijY8/BMZmAvXtZ7QYA3n0XWLUK+OILQZNZZueGSK8XjV0nStE5NR7tGsQb0qzk3GZ3KKhAeUi4ELqg4ImnYUse6LKtkgGvbZ+csV5St2713w0asMEQYWGsFvPuu6zvxk0rdBckTw5Kx6Lcw4YyK7mbwpwJxOx4PUDChdCGixfZUNtHHwVuvRVpf78f5s/PSbLtG3HWrEv692f/AcDx42zOTd26wKBBQEUFUKMGp3/CWbDY0ftS1lyBCQAwZ0gLDG5r0W27jQz5XAhJKGJfr6wEdu9m/46OZrPQq5IaLRmdJCXjUYa3SjRtyvpmBgxgP0+YAEydyjko2xjALSlf92YlvkoCJFjUgzQXQhTFNIUlS4B//pPNjE9IAL75xuVrKSGqaoTGElXUq1f995AhQM2anNFiZgD/16cJ/vvNH5rnqkhFKL+GTKzqYGIY8ZCRS5cuITY2FlarFTExMf5oF6ETiqxlyFi43cNclZfVV9qL+NtvrMll2DA2k/7gQdfCjv5uDyGbnGf/i9lX66PSHOLYZve9tE2OM9RS1kXWMpfJC5lY5SNVHpBZjBDE51pQr73Gli5hGLY6sA+CBQiOUuV6I/Ppydg4uL4jtQhgNZnFuUcMJVgA10KRZGJVFzKLEYLITqKz2dis+RYt2KzwxYuB8HC4jEw+oocM76AiJARXG6SCYc65bK5kGOw5WYohbY15/8nEqi6kuRCCSNYU7NZVsxn46Sfg8GH2c2ysV2VHpLQrUEuV6xEuhzgATFu9Bzmrv/J/gxRA7nIBhDzI50JIwt1W7cL586xP5cUXUdS2EwrOX0FaUi0a+AMMviTEEBOQl9UPllqh1fXODELOrkIPJz/5XISRKg/ILEZIgrMWlM3Gaip16gCtWyOnyIbszdvJORqgZHZuiMjQEExfu89luyPZ9b5MoEcPICtLmwZ6AZlY1YPMYoQHknJafv8daNMGOHAAMJtR9PIbyN57hZyjAYz9WXKakmpHsFWY27bVoGW+QSZWdSDNhXBBcmhmSgpbUDKStU+TczSwce4XJrDxGQzj5IOLiwSefLL6B1OnsoLGvsQzEXSQ5kI4EA3NPHkS+Nvf2Ezu8HBg5UqgSRMA5BwNZNz7BQPAxABLxnVAXlZfz8mHzcYGcagQyEEYBxIuhAPRnJbYWPb/ixc9fkv5J4ELZwkYAAlRYZzlefIL/kLRv+cDEyeyGxcsANat809jCd1AZjHCAXdOC5A6fw7wwly2ZMu2bby/J+doYCI114nTpNqpAbB/v1/aGahlXIx6XSRcCAd27SN7wwHYwKq18/umwDJjB1vCxb6Gu8gxtHwBjPoi6hkp694Lru64Zo0jD6ro7Q9QEG9BWv8eij6fQC3jYuTrIuEigNyBKmAGNhOqDOtg16X/9dfqBaZ0jJYvYsA8ex7EtFLRgA6TCTk/FSL7aCxspusw79qu2PMJ1GWLjX5dJFx4kDtQGXmGYcfInVnLtgfCs5eCkFYqZjorspYh++MDsJnYSQr7fA6gV8MYWOrG+dSuQI1UNPp16X86qgFyC9rpvQCe1LVYCo6e5uzMm/YXqXYtSq3D7nOBTS/R+7P3F2IBHdzPBzjx6n99PnegRioa/bpIc+FA7oxBzzMMybPqK1eQNm4kzKMXwea2FNTcTYcwf/MhxWfkSs74ZRfYVAgxoRbIpjJ3hExnvMEi0x5iP9irPQjAZ3qU4hMyIka/LhIuHMgdqLQa2MSQZSqqVQuWec9gQe00zP7yJCrdSs4pbWYqspYha8MB2M9iY4CsjQe8Pr5aL6KYL4Xv2e8/cxH3vvVDwJvK3OEznfE+n+Q6wNmzwODBwLJlQNeunMcVm4gEaqSika+LhAsHcgcqvc4wJGlUr7wCRESg6J77UdCxH3rViUJep8bYtL8IczcdEv6tD+w+WQq3poFh4FMJd6VfRCmaFdeznzWwucs680byXTmjdJAC7/OJiGBLCTVowNsOKZMkrSMV1cKo10XChQe5A5WWMwy+QUCSRnXiBHIiGyN7oWvBySFtLZi/+ZBq2hhfMW7xGt3CKPUiytH63J+9ns2kUiiylmFlXgFWfFsABsKal5gAcv+e8/nExwPvv8/+feUK8MEHwJQpjjWAjH4/g5WAduj76iyWW9BOiwJ4ObsKkbFwO8at+BEZC7cjZ1ehS3s4nazmCuCHHwAARc8uQDaaegyiAFTNuO+Uyp0z0zE1XpHj+4rcAAHnZ29kR6y9Py2vEiwAf5CCUN+T8j0nublsjbKTJx2bvL2fSgWLEN4RsJpLMISHSpldc2pUM2cCH34I/P47Ci5c4x1E1dbG7Ok0zp/1gi9+NL2aScVw70/OuGsKYn3P69Dwu+4CevcGkpJYJ/+1a7DE1pJ8P+2a0oHTVizacjig33+9E5DCxcj5GnKQai7wMEU8+ywwaRIQHo60OozgIKqWvbeg5KqnzwXwaLtWyYm+CggjOmK5+pMdd8Eq1vd8MmUlJbH/z5oFfPcdkJcn6X7yLWYWqO+/3glI4aIXG63aA6Os2fWff7KFBJcuBdLS2DXuod0sW0rb5WqffnNAS8RojliuZwJUlQFy6xNiz0+RCMpx44AOHRyrWwrdTyGtCyAfjRYEpM9FDzZvr+zNMpFVibiiAigrY/93I7NzQ+Rl9cXayd24S6irgFjb5SYnqnW/jbKQlBL+BfdnYjYBD9/WGN9l9+ONkuN7frL6Jh+33grcey/798aNwOXLvLsKaV328xvB5xVImBi+sB0npK6ZrCe0XBu7yFqGjKroKzshJhPysvqqMkgJrm9fUsKuvVKrluLnVQK+tn++/yymrdnrsf/ayd3QvUltj2P4837rDaX9i4L9Sea+co7FS3Ex0KwZMG8e8MgjvO1w7wN2/P3+BzpS5UFAmsUAbW3e/jTLcZmCHNtqRwKZE1BQvzHS3nhBlwMtl6kjZ1chsjYc8NiXb/apFzOoFijlX+QKGZaC2L6KmAYTE4G9e4HUVMHzeOQbDWqOtslxhvF5BRoBK1wA7Wze/srY55qxAnBZjhadH2FzFRYqV4VWTeyDpfsE1GzytPvb0WuFBKXhmkgoIVgNEVmZlsb+v2MHsGoV8PbbQA3X4UvqhDLQK1jrhYAWLlrhDyc514w1e+MBMEx1eK/zmGOUiBk+2/mzw1vxDnhGDf2VA58A8FWwcpXh0XU/uXaNNfWWl3sIF0B8QmkIQRogkHBRCbVnUZxLz4p4z4xgKuKLWHrms18RWsPMOxAYMfRXKmKmL18E6zt5BR5aoq77yZAhbB0ykwmwWquX3paAmikKpA15QsJFRdScRXENwmYTXDQXd+wzWj2/CPbB0r4aph0pA4HRQn+lImb68lawFlnL8HZegcd2M6Bvk6LJBFy8CLRrx2bzT50q6Wdq+eZIG+ImIEORjYCv64BwhXouiCvGqFpXOPe3z2h3Hi1WPUTaVzI7N8R/xnXw2O6P9Vn0iJTQem9CpvlMkA/1SpM92NpDoX85VeqfkitxccA//wkMGyY5DFuNFAVaz4cf0lw0QolZlPuMFc89j+waPTzqqJgAzBrUHL1uSXQJ19SzWaBjo/igcNJLQQ2fUpG1DBeu3ODUfidmpMk6FldmvNQZvE/9Zto09txLt0vSGtS4j8EcqSgGCRcF8OYFUSrCydkUlD/1H7Ct+NFjHwbA4twjSI6LUPRFcNRxOmN1lJhXyiwQDE56OSjpU3IWBiawViaG8S7RkS8zXsrExVdzkjc+FKV9c8ESqegNJFx8xNsXRLHB8+ZNYPRo4O9/R1pGX05nOMAKEVS1UYkXwR91nALZSe8NSviU3AdkBoCZAd4Y1wG3NoqXfXyhzHihiYtUwSA0cfNWa1DSN0eTIH5IuPiAr9Enigye5eVAZCQQE8PrDAdYIdIxNV6RF8GfdZwC1UmvFZxRhgASosK8us980X2A8MRFimAQm7jxLp3sZ62BJkHckHDxASXsrT4NnpWVQFQUWz6/CntHX5l3Am/l/QGbm7lDiRfB33Wc9BzdZjSUNuO4z9ydjyk0cRFrB2ce14YDSK8XjXYN4jnPHQIG879YCsv0DoCf+wlNgjwh4eIDmtpbf/uNNYdt2AC0bOnylSU2ArOHtMDEnqmcQsTXF0Fstjp/VGsAQP7xEp8FAoV5KotcM44Uwe48YYkMNeNauU104iLWDj4Na+TSfCx06gMuk6W4MFhG1wXq15d/YwjFCdjClf5CyQKZsmboZ88CTz8NvP46q734CWcn/uLcIy7rxrdNYes47TxarIhACPaClGoipaCkPwQ7XzvEClEK9gGGAT76CBg5EggNVbS9BBWu9BtK2Vslv8gMA1y/zs7O3nmH81hqmZHc2/jkwHSHQHEumqlUFjSFeaqHmPbqrwX3+NphiY3AkwPTsTD3sPwKAr//DowfD6xdy2r3hCZQEqUCeJPA5oysRKxXXgG6dGHXZuFArXVN7DWonNu4cMthD4Eqd+15IfSwLk+wrsMu9Byl3BNf71vOrkIs2uIpWAAJfaBZM+DQIRIsGkOaiw6QNUMfOJBdmS/C+/BOLsS0nd0nSz2XJWaAPSdLMaRt9f5RoSGOvAk73goErcM8g9nfw+dP3H/mIu596wfBe+LrffvlVKlLMU1n7KX0C0quAgB/X2jShO3T//sKaa0bw9K+Jfd+hGqQcNEBkgIDKioAs5l13rfkflG8NSNJGQz4XHPOm+3HcRcsvggErcI8/WUWUgMlzKJcgn3WwOaOZFmA+574et9ydhUii2PJBQCYM6QFKmyMpITd6j5tgvngH1hws1bQTAz0ApnFdABXnTCPAXnRIhQNGoH8Y+d5TQ3emJGkmuQ6pSa4V5WBCUDH1HjO4wBs59o4tbsi2fr+XmpYSfOet3hjWlLSLOq+/HWblFjRe+LLfXOs5cMhWcwmoFNqPBZt8RRu7vfHo0/DRPW+NIA0F50gNkPPadQV2R3awfb2Lt4ZmzdmJKnajiU2AgtHVydomgE8OTjdYZ7gCx29Vu6ezmkMtC7r4Y1pSY7W4KzdAODVdNwd7mL3xJf7JpQ/xTDA5/uLJPVV3j597DQsnZrxnp/yqZSFhIuO4IycYRgUXbqO7F9vwFalOwgNGnLNSHIGA+dj7z990cU88eTAdMUGYz285Fr6e7w1LUmdKLjXFgOqysAoVPhxUs80vJ1X4JHAK4ZQ/hQD4O28ApjguqQEVx/j7NO2SqR+vBbo9C/Ocwezf00tSLjonXfeQcH2PbA1GOyyWciX4pyI5vyZC7mDqH273akLsC/x4i1H8OSgdJfcFzmDsSN/5rTVYfrQ+iXXyt/jre9MykSBq7aYHRvDrmYaGRqCTqkJnOcSuifuQuvhXmkY0saCq+WVKLKWid4/vmx/5/Y93CsNb397ApUMAzOAWQObc2pbHn26Z11YhjzFeV4j+9f0DAkXvVOnDtIscZK0Am+rFMsdRPkGv7bJccjL6it7MPZHEUxv0aKsh7emJSkTBbHSPTYGmL52n2i/Ydxc7lxCa8XOArz1bYFoP3TWVO19cc/JUkxbs9dDS5mYkYbatcKwsKp/L9pyGHGRNT2Oy9unjx5lc8Rq1RK8J5RP5TskXPTOiBGwjBiBBRyVAPhmjc5IHaDlDKJCg5/cwdifRTCNgi8mObGJgpDpyRm+fsNnPuIaoBlURxPyHW/ZN8cdiZLOxxvSNgJXblR43AMAWJR7WPS49vvosu3KFaBbN+Cxx4B/VZvHtPavBSokXPTK5s3AZ58Br70GhIUJDhpKDdBSfR1K+CPs5/rrarlfi2AaBV9MckIC3v3ZOftc3HHvN0LmIylCy/14y3Yex4Lcw47v3QUF1z3IP17ivZZRqxbwySdAp06C94TK5isDCRe9cuEC+8+pNhLfoKFElWKpDk27UOh1S6JXJjD3c5kADyetc7uD+SVXyySX2bkhLl676dAYTADGdWmAtT+dEnSWC5mPujep7TJAm1GlufAcr8hahoVOgsX9ePbrdr8HPmsZvXqx///5J1C7NlCzpuOeUNl8ZSHholfuu4/9JwEpVYqVqCOlREQNl23ehOoQV3sGdtvkOHrJVaLIWuZSWoUBkLPrNLIGCwdkHDhj9TiW88DuPkDvPFosWPWYr2SukKCwxEbgyUHpDp+iVxMQqxVo3Rp46ing8cddjk39TTlIuOiNgweB9euB2bMlV3Tly6Z2LyrJhxSHplIRNXy2+dfv7oDatcJIoPgBbwIyfjlVyqlpuEdrOQ/QQtqAVN+POzm7Ch2CxVR1fvcJjqh5NzYWWLIEuP12eScnZEHCRW/s3g2sW8fOqmTgi1ovxdSgVEQN37k6pspfYpfwDrkBGTm7CnlrfbVNiRM8l/149moDUaEhuFpeWRUZxpri3Nl9ohRD24nXzmPAhsAPb1/f0WbJ2nVmZtVBGMDkXnvC87xa510ZESr/ojfuvx/Yv99hC5aDt2VSpJSfUapCsdC5grUCsb9xfwZ8+SKAU0kWjuNIff7OJWlGLMl3lKYpK6/k3P9iWTnndrHSMnyrV/5yqpS7YXv2AM2bA6dPS2q7klXGgwHSXPTEtm1A375ADd8fi9zZlpjmo2REDde5KEPav2R2boiLZTc580Wc+w5fsIjZBEnPny+S0cYAn+47y/mbuAhuc3BanSiP4A+TqdpHI3X1SgfNmgG33QbYuEsUqZ1cGegaEQkXvXD8ODBgAPDhh8DYsT4dytuBWsyhKcf0JvbiOJ+LMqT9T5G1jDNf5GLZTdeyPoM8y/qYAXw8tYdjLXshBOuFcWxzLoYqCaeD8PlxGL7+FB0NvP0276HVTK4MhskUmcX0QpMmwL59wOjRPpmHZC085gV20xsA3jbKNSXooQJxsMF3zxe6ldRfnHsETw5MdzFjLhjdRpJgAbjNqXZCTCZkD0p3DEJmAAtHt+EduAtKrnquKQQ4+oldu+Ya1AT701dfAS+8IKntSuRdqf2O6gXSXPTA5ctsglfbtj7PaPxRykKojd5oIf7KkA50M4QcuO65GZ6z/kqGQdsU78r6APz1wuxm1czODTG8fX1Jx5bSTzI7N0R6vWiMXJovfcG6ffvYpOV//INdiI+n7UrlXQVLuRkSLnpgzBigYUMUvfgfn81Dag/UfMIjvV40rpZX4sKVG7JfHH9kSAeDGUIOfOHrzuulAN6X9XHG2ZwaGWrGtXKbiyCRemyp/aRdg3gslNOfHnuMFSwcUWNqJFcGS7kZEi56YPp0IDxckRmN2gM1XxvtM0WziTvjfv+Ziw5zGuCpRaiZIU0+HW647nlcZE1V+o43wolL05TaT2T1J7u2sn8/EBMDpKb63HYhgqXcDAkXBfDZ3DJ0KAAgzVqmyIxGzYFayGkKwGWNEGcW5x7B8Hb1BSPD1MqQDhYzhDe433O9lEER0jTlaDqS219RAQwZwloRXnnFl6ZLQi/3WU3Ioe8jPsXBf/MNcO+9rM8FEpc7loi3OS9SjuueI+GOUBFEfzgz3QMi1HLMBipq9R07YgErRdYyZG1w7SNZGw+o6/CuUQPYuhVYvFi9c7ih9n3WGtJcfMBnc8ulS2wZcKe1JYwwo3G3od+5NN/VMWxiNRmuooVqaxF8M95gMEP4gr+CHaT4vnafLPWMCmOAPSdLMaStis+sRQv2/7IyIIL6hq+QcPEBnwfKYcPYf24YoYCecxu5Bm4AvIO5Ws5MIWFvBKGtFf4KdpA6GWN4KlryFbpUlC+/BEaNAo4cASwWST+hKERuSLj4gLdRH0XWMhTkfo20W1vCcksjlVupPnwDN9c2NZ2ZYsLeCELb33ijfXs7mEqdjHVKTfDMxIfM5Epv6dSJLRobHi5pd4pC5IeEiw94M1C6dMZ9B7BgtCkgOiPXwM03mKulRQRLiKeSyNW+fRlMucq3hJhMiAw1I/94iUNYWWIjsHB0G2RvOAAbWL/eAoHkSkWJiwOysiTtSlGIwpBw8RG5JVFcOiNMfumMelTb1dAigiXEUw5iz16OQPZ1MN15tNjDl9KuQazDZ+csrDQ1Y968Cbz8Mlt3rEcP3t0oClEYEi4KIHWg1KIzBpvaHuy+FWdhsvNoseizlyOQfem/dsHkzp7Ci46/3YWVZmbMGjXYZS9q1RIULqQpC0PCxY/4uzMGq9oerL4V9+WjgWoTlNCzlyqQfem/Yktx29HFzN9kAn76yaUUDBdG05T9bcEg4eJHLLERWNC7PmbvOINKk0n1zkhqe/DAtZCWO0LPXopA9mUwlbrypG5m/iEhbGLl6dMeGfvOGEVT1sKCQcLFz2QO7IBe3dMV64xCsxE9qO169PcEIlI0AyWevbeDqV0wua9oeWvDOPxyyqqLmb9HX50+HdixAzh0SHC1Sr1rylpZMEi4+JMdO4CiIljuuUfVhEE7Wqvtwebv0RKuiYQJ7JhoY3yr9uCOt4Npr1sSPbb9csqKjVO7exSz9DecfXXaNBSNm4iCPy4YenKklQWDhIs/2bwZ+OEHYNw4nw8ldTaildoerP4ereCbSOjJZMO1Hkslw+Bauc2lqKm/4eurFwc1x6LcE7AxxYaeHGllwSDh4k9eeAG4fl2RQ8mZjUidaf5yqhQ/nfgLXVITJC8GpUT7CGXgm0jo5X7rwUzLhdDCae4rdRpxcqSVBYOEi8o47LjmG7CkJUvO/BVD6Rf1iXX7sGHPGcfn0bcmY+aA5l77S/Q6kAQ6erb/a22m5UPOwmlGnRxpYcEwMXyFfJy4dOkSYmNjYbVaERMTo3qjAgUXOy5jw4LQQmQ+/4iix3d/Ub1R2385VYoRS/I9tpuqClB6axJQqn1yoAAC6Wh1r4qsZbox1dlx76t8C6flZfXVTZu1Qqo8IM1FJTzsuCYzZlekope1TLHOqdRs5KcTf3Fu99Uk4O/ZkrtT9slB6WiTHEuChgMtgy30qF2JL5wGzB9yi+7arWdIuKgEtx0XiqvVSryoXVITRPfx1iTgr4GEyym7YPNhABSp5g4FW3Dj3lcdAufXP5A6sDcsnZYBaKpdAw0GLRamEkZaoKpdg3iMvjVZcB+9th1gB8vP95/lzfNQY0EyIyMUbEG4YomNQPcerWD53wZ2pUonxBY9C3ZIc1GJauflAVQyQAgYzB/lp8quXvDS2PaY0L0Rth86j//s+N1j7YxZg5rrsu3O5h0hjOyMVRqjBlto6k/r3dvlI+VwieNX4RJsztZqO+5VpMaFw1K7lviPNKRdg3hcLa8Es/13j+/aJsf5v0EiuJt3hDDC4Okv9Bq1JYTmg3lxMTBzJjBzJooaNiWzogT8Jlw07xwaYYmsAUuTOlo3QzJGmtXylTyZM6QFKmwMFm85YpjB098YpSYWoBMfUWwscOwYUFyMgkhLQIUpq4VfhIsuOocWMAzQsiUwdSrw+ONat0Yyk3qm4e28AsXLhigNnyAc3NYCS2wEhrevb4jBU234LAZKBVuobZHwV0Ku4HWEhgL5bLh+mrXMMBMwLfGLcAnabO3KSlaV7thRtVMo+WK7l2x/uFcaJmak6fYZiZl39Bjy6m/Uthj4wyLhD21a8nX8+Scs0dGGMytqgV+SKIusZchYuJ0SkhRGyRfbyM9Ij0l5ekDtZ+rPPqNmQq7k6ygpAZKSgA8+AMaNC9p+p6skSiM6EKUgqjW88w7QrRtrGlPh3EqaGo2sXTprKMEWNCKE2s/Un30ms3NDpNeLxq4TpeicGu9z7TtnJF9HnTrAJ58AGRkASDMWw28OfSM5EMUospZhZV4BVnxbAAY8WkN5OZCdDTzzjCrCRekX20iOfD6CNWiED7WfqT/7jJrPVtZ1DB+uyDmDAb8mUVpiI9C9SW1DC5acXYXIWLgdy6sEC8CTpBcaCpw5Azz4oCrtUDpJ065dhlQtimQ07ZJPkwvmBDe1n6m/+ozaz1bWdVitwD//Cfz2myLnDmQoiVIGQnkVnFpDjRrsPxVQw9Qopl3q2eRkZLOemqhtMfCHRcIfz1byddSsCWzcCPztb7IsEnp+d9SChIsMhJaS9dAaHnoISEwEFixQrT1qvNh8dmS9m5wCwaynFmr7BtQ+vr+eraTriIwEjh+XdVxf3x2jCiaqLSYDLlMUwN5ED62hbVugeXPV2+QPU6MRTE5GN+tJJRjqWblfoy6fbWWlpN18fXfsZvhxK35ExsLtyNlV6G2L/Q5pLjJwN0WZTcBDPRtjYs9Uz47+6KPaNFIFjGJyCqSgES70rj0qAd816urZvvce8I9/AOfOASEhgrv68u4YPfmchItMJHXyP/8ELlwAWrQAzNzKodaqrpzzG8nkFKjhoUYfaOwI9Tuxa9TNs+3YEfjXv4CbN0WFiy/vjlEmdXyQcPEC0U6+Zg3w9NPA5cucX2s9A5V7/kDNU9IaOQLe6AMNIN7vDHONrVqx/yTgy7tjpEkdFyRc1GDSJLZEN8esRusZqLfn15VZIgCQK+CNPtBI6XeGusaffmI1l6qESi7sk4detyQiL6uv7HfH6JM6Ei5qEBvLW09M69mZL+fXjVnC4Hgj4I0+0Ejpd4a6xnnzWOGyeTPn10pZJ4w8qSPhojRlZcD06WwVZA7VWevZmdbn1wKt/VvueCvgjTzQSO13hrnGt99mJ5EcKG2dMOqkjkKRlebcOWDPHuD6dc6vtQ6r1Pr8/kaPoZy+VFcwapULOf3OENdYpw6bUMkBLSPN4peqyIQnWldU1fr8/kDPlZ7VrPKrZwKm3125Aowfz6Yc9Ovn8pWe+50S6Koqspb43SRy8ybvjMYZrVVdrc/vD7T2bwlhGPOPwgRMv4uKYv+32Ty+MpTvSEUCWrhoEvI7YADra3n9dXXPQ4iid/9SwAy0wYjJxJbf5yFYJw/OBKzPRbOSJVOnKlaWOxhKfahJsPmXCD9TWQmUlvJ+bQjfkYoErOaimUlkzBhFDqN1omWgQDNIQjVmzgS++ILK7/MQsJqL0uudSKK8HPj0U6C4GIB0zcN9PyMUipSD1hpYsM8g9YbW/UExHngAeOUVrVuhWwJWc9HEqXbmDDByJLB1K3LimkvSPLg0lAYJkbp1RMuFNDDCmYDqD+3asf8ITgI+FNmvoY82G1BcjCKEIePV70RDEflCFjdO7Y47l+YbPpQx0EMyCXkEXH84f5516t91FxAfr3Vr/IZUeRCwZjE7fjWJmM1A3boouFIhKYmKzy90rdwWEI5oSiYzBv4yUwVcfygqAv7v/4A//tC6JbokYM1imrB5M/C//yFt4cuSQmCFQmW7N6lteEe03kOBCf+aqQKuP7Rpw/pZRcruBysBr7n4lYsXgcJCySGwYvsJaV1GcIpSKLC+8XfgSMD1B7OZBIsAAe9z0RKp/h65fiGjOUUDpuRHgJF/vATjVvzosX3t5G7o3qS2aucNqP7wwANs2f3Jk7Vuid+g8i9aYLO5rDwpNQNbTqa21uvBeANlousTrcxUAdUf4uKASIOa9VSGzGJK0qMH8Nhjqp4i4JyihGYEnJlKC159Fbj3Xq1boUtIc1GSxx8H6tZV9RQB5xQlNIUqGPhIRQVgtQK11TMjGhXSXJQkMxPo00fVUyg521Q7KMAIQQcEVTDwiaeeArp21boVuoQ0FyXZtIkNT2yornNdidmm2kEBRgs6IFzR2+qduuW++zzWcyFYKFpMScxmYNky3UeOqJ0pHXCZ2EEGTQwIIShDXwvOngXGjdO6FaKoHRRAQQfGJdCKpqrO/v3A6tVat0KXkHBRknr1qleo0zFqV4zWpCI1oQg0MZDJ5s3sUseEByRclOLGDeDBB4GfftK6JaKoHYJKIa7GhSYGMpk1Cygp0boVuoQc+kpRUQEcPgxcuqR1SyShdggqhbgaE72s/26YgAIzzc/5IId+kGGYl1ZF6B6Io2WJFkMFFHzyCetz+egjrVviN6j8C+GBli+tXgZ0Qw1cGqJGiRYpfcBw5Y3MZqBmTa1boUtIp1OK8nJ2waC1a7VuCSdaRgHl7CpExsLtGLfiR2Qs3I6cXYWqn5MLioTSDql9wHABBcOHA2vWaN0KXULCRSlq1ABmz2aTKHWIVi+tngZ0ww1cAYKcPmC4gIKKCuDmTa1boUtIuCiF2Qz8859A69Zat4QTrV5aPQ3ohhu4AgQ5fcBwkYZz5wJpaVq3QpeQz0VJdu4EGjcGUlK0bokHWkUB6anQpl4ioYINuX3AUJGGd96pW2uF1lC0mJLUqgU8/zxbHVmnaBEFlLOr0GNA19KJHlCLVRkELfuAXoJJAgWp8oCEi5IcOwZYLKyQIVygAZ3QamKjanTgjh2sv/W225Q7ps4h4UIQBoVm2srglwKqgwaxK1Fu2KDM8QwA5blowXvvAefPAzNnat0S3UADpTwoD0c5hAIJFOuLn38OlFEoOxckXJTkjz+AQm1yOPQIDZTyMFwCoc7xSzBJSAiZwXmgUGQl+fe/gXfe0boVukBP+S1GQU9h24GA6mHNFRXA0KFslCjhAWkuhCqoZZIIZDObnsK2AwVVw5qvXWM1FypeyQndFSX56isgLg7480+tW6I5aiQs6qWMjFoYLoHQIFhiI9C9SW3l72NMDPDpp0DPnsoeN0AgzUVJmjZlS8CEhWndEkXxRltQOmExWPwRhkogDCI434EbN6hwpQAkXJSkUSN28aAAwhenvJIDpV8if3SCGhWJCe9xfweeHJiONimxSPvyc1imTgKuXycBwwEJF6XJy2PLv6Smat0SnyiylmH3yVJkbTgA+5jujbag1EBJ/gj/EMg+LW/g0pgX5B4GAJhNiVjw8hpkkmDhhHwuSjNiBPDhh1q3wifsvo1pa/bCPcNWq+gl8keoT6D7tLyBS2O2Y2OA2X9GUwQkD6S5KM2uXUBSktat8Br3mZo7WmoL5I9Qj2DxacmFS2N2JlBNs0pAmovSNG5s6KQqoZmaHrQF1SJ/ghzKseHGXWN2J4SxkWmWB9JclGbrVjY8cckSrVviFVwzNbMJ+M/dHdAxNZ4G9QCFfFr8OGvM+89cxOLcI1URkMD8wbfQO8EDCReluXgROHoUqKxkE6wMBl8I8dB29bVuGqEitNaNMPbAlO5NamN4u/pkmpUAVUUmOKES+cGJL889qCLNNm8GXn8d+PhjIDxc69b4FaqKrCUMw1ZKjTSuSYFyLYITb5970BUpDQ0F6tQJOsEiB3Loq0HfvsD06Vq3gtApRdYy5B8vCZgQ1qAsUnr77cD772vdCl1DmosaPPEEEB+vdSsCjkAwu2g1w1fz3ilRPcFwz/bIEbbckwH9qv6ChIsaDBumdQsCAucBZ+fRYtmDst4GLK1ySdQWaL5GmhnOpFZUBKSnA+vXA6NHa90a3ULCRQ2uXgU++gjo3x9o0EDr1hgS5wHHnmEgpwyNHgcsLeqj+UOg+RJpZsjkzfh4tgJ6u3Zat0TXkHBRA5sNeOghYO1aEi5e4D7gcIUzCg3Keh2wtMgl8ZdA87Z6giELkoaHA/36ad0K3UMOfTWIjgasVuCuu7RuiV9Q2kEtVCXAjtCgrNdscy3qo6mxrg4XdhOk3BBmf7VPUZYtYxOlCUFIc1GLqChFD6c3/4EdNcxPXDN8EwBT1TaxQVnP2eb+ro/mj+RIX/qAJTYCTw5Mx6Lcw7BBHyWGRNm8GbjlFrZILcELJVGqxeefA/PnsyX4fVwGVWv/AZ9gK7KWIWPhdo9BPC+rr88JeDm7Cj0GRDmDMtfv3e+ZXgW2ktivMSo0BNfKbYoLNF/7gItvzQRkDUrHlF5NFGsfoTyURKk18fFA27bsQkI+JFNq7T8QEmxK2cv5zsElTKQeV0xD0Fpg+wOua+zepLai5/ClD3j41hhgce4RDG9XX7/CvqICqEHDphTI56IWGRnAf//rc5a+FP+BWkl5YslxStjLhc7hawVkvt8HQ9Kf2DUq1Wd86QN69Y0J8uSTbAIlIQoJFzW5coU1i/mA2Mur5gJPYi+/Eg5qLQYYQw5qMhG6RiX7jC99wJDO/EGDgPvu07oVhoD0OzV5913g8ceBCxfYCDIvEHLIqm0yk+IY99VBrYXzXc8Of6XgW+Qq71gx3vzmuKJ9xts+YMhKzKS1SIYc+grB6Rz+6y+gtBRo4ruDkqtabf7xEoxb8aPHvmsnd1PMti7FMW6Ec+jhnP5m2c7jWLD5sMs2MwAbx75K9hm5GKYC9zffsAVpBw7UuiWaQg59P8LrHE5IYP8pAFe1Wn/MwP0ROms/x+4TpYAJ6NhI/bpswbBkcpvkWI9tNrBRWYzEPuOPiDrDVOBetQooLAx64SIV8rn4iKhz+Kuv2Hh4cQVRNv5KypPqWPfFSbzzaDEe/XAvpq3Zq7jviA8jL5ks5V7z+TSyBqVL6jNq+vOE0G3V6HfeYddvISRBmouPiIZihoayoYtWKxAXp/j59TID9yW095dTpcjaeMAhf/VSrkWvSL3XfD6NzM4NRVdTDNQim17DVCXikFtAMiRcfETUNHXbbew/FdHarODLQJSzqxBZGw541A/TfX0pjZB7r4XyhYTubaAW2fQae2AOreEiGTKL+Ygk01RlJbB/v0YtlIYvpghvQ3vtgwmXwdBsQkBFbymFN/faG/OfFmHCYtemqbmse3egVy//n9fAkOaiAKKmqffeY6skFxcr5uBX0tEqZooQO5e3gQVCBSoZhvXD6MIkoiP8FUatRZiw0LWpbS4TfZ8yMxU7V7BAocj+4MIF4NgxoHNnRVauU/JFE6sNJfVc3oT2cp3bGW/rlAU6SoVRS5mg+DtMmK+mnFI17PjOKdjH8/OBsDCgY0efzxUIUCiynqhdm/2nAErbpcVMEVLP5U1ggfvs2B3yu3CjRBCHnKAAf95/rmvLP17ik/9HSIhKep9eeomtEbhpkxKXGDSQcPEXhw8Ds2axJjIfosaUdrQKmSLEBI/7C+vNQOSc4/Loh3tdzkd+F358GfR17TiH57X5YgoUE6KS3qecHODPP326pmCEHPr+IjaWNY8VFfl0GKUdrUIBCXzn2n/6oqL5D5bYCAxtVx8LRrWByel8dr8LIR0pTm+j1VbzNp9LSoFS0fepspJNJUhJUex6ggXSXPyFxQJ8953vh1HB0SoUrup+rlmDmrMLO6kw6+11S6LLmsYMPI8dDGuweIvUwIyo0BDD1VbzxhQoRSsRfJ8qKoAWLYA5c4AJE9S4rICGhIu/OXyYdQ6mpXl9CDUSJ/nMLO7nUjP/oaDkqmC+C9fg2euWRBI2EDd1ud+7Ozsk45O9Z1HJMDADmNQzVcvmS0KuKVCqOY33fSovByZOBDp0UKL5QQcJF39iswF33AGMHAn85z8+Hcqfjlb3c6k16xUaDLgGz6wNBxxLH+sqm9sNf2hbcgMzPtl7Fhundsem/X/irbw/sPzbAryVV6Dbe2hHzr2Uo+Vzvk+RkcDs2Uo2P6gg4eJPzGYgNxdo2lTrlniNmvkPQsfmihhiAK9KxvjTtOavcibeBGac+qsMb+X9oVvHvjve3EuvtfzTp4G1a4G//93r5TKC3YRLwsXftGrF/m+vVaQD5L4EatYz4zs23/okzkgxz/mzdpU/o7LEhD6X4AHH/VQj/FuJQdaX+nNeafk//QQsWgRMmeJVe3VbI82PkHDRgqVLgU8+AbZu1bolXr8EaprluI7tPniaUaW5OO0jZp7zdbCXO0j6uz6XnMCM+aNao2OjeA+hYzYBkaHKBZEqMchqUn9u1Chg8GAgPFz2T/Ue6u0vSLhoQZMmQLdubJijAhn73uKvl0Ap84D74LnzaDHvCp1c5/NlsPdmkNRixUupgRn2fdyTWG0McOfSfEVm2kr0L6H6c1LupVd978IFFJnCUVBahrQ6jOw+q0XRTz1CwkULBgxg//kJpQdbOS+s0uYB58GTa8AUOp+3g723g6QW9bmE4BI8mZ0bIr1eNEYuyXcM4EpNMpToX3z158wmiN5Lb/tezswXkZ3UAzaT2as+GwzLaEuBhItWXLrElu9+8EEgQpv1Mbx5CeS8sP7QjJwHTLHzeTvY+zIT1Xq9HSkTgavllaqYnJToX08OSvc03QH4eGoPtGvAv2Kpt32vyFqG7Lo9HUtBe9Nn9Tap0AoSLlpx/jy7RkT79kBGhiqnUHqwlfvC+ts8IOV83gz2vs5E/Rk27ozUiQDX9SlRekeJ/rU49wieHJiOxVuOuBxDSLAA3ve9gpKrDsEi53fuaD2p0AMkXLSiaVPg1Cmgbl3VTqH0YCv3hfW3eUDq+eQO9kKDpF7DTeVMBOzX5xyNpdSSB0r0r7YpccjL6qv+hODyZaTNnAZz8/tcBIy3fVarSYVeIOGiJXXrsomVp04BjRopfnilB1u5L6wlNgJ3dkjGhj1nHNtGdqivapSZWuYIuf4drZE7EZBSesdblOhfSk4IeDl3DpaSM1gwJRmzvzkb1CYtJSDhojX/+Afwv/8BR4+6RI4pMSNWerD1CAc2AQ8KlA0pspbh471nXLZ9svcsZg5ortrLqqY5Qo5/R2vkTgSESu/Yv1dbO1O6v8ruC02bAt9+i0wAvbo3D2qTlhKQcNGa//s/dpU7J8Gi5IxY6AUTW+fC+Tv75163JCIvqy9WfleAFTsLsOLbArzNUzZEbPbsXEjxanmlYoOXP8wReg835coLEqofxieM9p+5iHvf+sHFwd4mOVY1QaP05EByX9i4EUhPB1q2lPc7ghdaiVJPMAyKLl1XddU9O0ICjKvI4cd7z7gMMM6VkfnaKLTK5c6jxS4zf0B/piUhxFbwVOuccjWIImsZVuadcJR5kbOa6KyBzbFoy2EPIQoY61mJwjBscco+fYBXX9W6NbqHVqI0EhUVwPDhwPDhKPjbGNVnxEImHcCzyKGzz8TGwEOwOLcRcDWhcJk53M/hfGw9mZaE8He4qS/arNT6YVIqYNvhOg6X8HPeBvjHvCYbk4kt93L9utYtCShIuOiBGjXY9bkbNvRLhJWQSYcBI1i/C2DbZoJn6RV3E4p9AJSybK17O3Q1+PDgr3BTX/w7Us13zkKge5PqJbmF6rmJLYcAVE8i7FX0GGiv9bgIQeYGW1o/KQkIDdWkPYEKCRe98PzzAAALoHrYK19eQ2SoGUkx4aIFIu0mE+fcg1kDhRcRc26vUBFKo2Uyq22bL7KW4fP9Z73WZqVMVvi0InftzB2h5RCyNxxwKYzp/GstNVSPazUfR+bb84GTJ9l1lgjFoGWO9cSZM8BjjyGzNes0Xzu5G/Ky+iKzc0Pk7CpUbGlh+6BhXzYWqK4ptfNosceSsqNvTfZYYnZK7yYubWyTEitoKhM7v/OxjaC1+AP7M5+36bDHd1KFsPu9dr/HYksBZ3Zu6HjO2YPSOY/DpR3ZIK2CtVpwLffMea22Jiha/i4JFhUgzUVPlJUB69cDEybAcuutqoW9FlnL0CAhEssn3IqH3t3tUVMqL6uvR9LazAGeoZnus3Y55jxnk1JkqBnXym1BHfbJFZ3H5ZcC5AthIfOd1KWALbER6N6kNoa3ry9pOQQzwFnS3/ka1NJQ+TQx7msFTrTqBIsqLQluSLjoiaZNgRMnWB+ME3LDXvnCiNPqRLlEaZlM4M1t6N6ktsuxxcw/3ji4KdyThWswbJAQyTkwzxnSAoPbWmTfN7577U1iLF+GP1fghn2bqcpJx4BbOCpl8uUz0fW6JZHnWn0vc0NwQ8JFb9SowRa1/PprNoIM4gMAn/BwDyN2dqoC1as4OuPLjJLqKcmHTyvdOLU75zP3RrAIoVTUG9+zd94GgLNvKJnXxWeiW5l3ArOHtHC9VsaG+QObUT9VCRIuemTFCmDuXFaLiY0VHADcX0yGgYuZyzmMmM8Ebgb7Airh8yBtRB58Wum1cpvfQp2VmhTwaTVCwShKm3zT6kR5RDICbDj2xJ6pNAHyIyRc9Mj06cBddwGxsY5NXC8F14splxCTCRundse1chsiQ824Wl6JImtZwLx0ei0saUdIK+3epLbfBkI1JwVCmonSlQ4ssRGYfFsaln9b4LLdxrBak6UmA0vmKFiefx5o0tnrayLEIeGiR0JDgYYN2fj7ffuALl0AeA4AQkluUrAvuNSuQbyuizB6ixGuScwsZXRNkE8zSa8XjavllYgKDVE8r2tizzS8lVfAfcyLpWyxWKeJG6EOJFz0zMKFwCuvsFWTa9Xy+Jpr1msyASYGHmtScPGfuztgaLv6ui/C6A16viZ3bSqQTTV8mol95UuzCejZtA7yjpUoaprlFdixEcDWrT5dEyENEi565rHHgJEjOQULwP8SpdeLxsil+ZwOezshJhM6prILLgmZJuzfe2NW0tIkpdfCkkIJi4EkVOzwJcw6+wV3HiuBCcDDtzXGxJ6pitwHD4FdKxSYPBmYMQNo3dpjf72bT40ICRc9ExMDtG3LqvEnTgCNG3vswldeRUywOM8OeSvinuYu5yIFrU1SelzHXM/alFp4VGfmyX1hALydV4CJApWbpeAuJBz39cwZ4McfgStXPH6jdV8NVChD3wg8+yzQowebZMmBPcHNWViYOPdk8yTsWf/Ov3fP4p41yLUirj1fwDnjmQ+xrG8pv3fPrpaLWGa6FohpiIGKc5b/x1N7wMzTOYXuhZQ+IVjFIjmZ9V926+ZxXF/6KsEPaS5GYMoUthx4hLSB0RIbgaxB6ViQ61o2RChPQkpFXOd8ASF8MUn5ay0bLdCjNgX4xyTkrEUsGNWGs/oA371w7xNca8rwaoXN6sDynxeB++/nXO3Vl74q574Fo9mNhIsRqF+f/QcApaVAfLzoT+Iia7rE+5sA2RnzQvkCQtnV3g6iYksBePNy6smXoVTCopIoIczlDpx2ob/yuwK8tbNA0JHP1ScWbGYnTeKlXRicOHoKlhUrgPbtOYWLt31Vzn0LVrMbCRcj8dxzwOrVwMGDQM2avLvZX0jnd81kgmOQloJovkDVIMD34ngziPINEFIXuzICetKmfjlViqwNBzxqy8nxATk/fxOArEHpmNK7CQBhoWOJjcDEjDS0SY6F2WTCrY3iOc8pdU0ZXiHRvCG7hDiP1u+NwJfjOwtGP5sdEi5G4q67gCZNBAULwFMCw00o8OE8IAjmC0D4xbEPontOlsLGMOiUmiB6eXwFEKUudmUU9KBN5ewqRJbbBASQF1Hn/vwZgDXFmoC4iJqCs3Wps3mh5Rmc29u9SW03IQHMDz0JC8qBCOGcFrkCX44pTa9Ri/6AhIuRaNGC/QcAhYVsoiUHSqr6QrM6sRfHvc6ZmMbBNYuc1DPVQ3sKlpdTLRyaLceALccHtNJt4mFnUe5hjzJEzhMCObN59z4h1F4XIXGxCJY7JgB90oG+fUWvRY7Al/N+6dXP5g9IuBiRzz4Dxo5lo1/S0z2+FlP1+Zaj5Xrhucrv2xF6cbw1B7jPIgEIak/BjLdOYj5Tkxnifjnnc69wE/p2uI7tPCHgm5Rs2l+EIRwBJ859Yv/piy6L1Lm3t1pI1AYKCthwfoWRY0rTo5/NX5BwMSIDBwLLlgHNm/PuwqfqL9t5HAurZpaSHKIc5ffteOQwAJg1sLkj18Zbc4D7LDJYX04hpJiV+IQP30qkH0/tgXYNxINFAFZA8aVSuRdQBVwnBFGhIZy/m7vpEOZvPsR5LfY+wbemjIPjx4E33wTmzVNFsNiRY0rTk5/Nn5Bw0RGSZ6KhoWxoJQDs3w+0bOmxBgzgOUgv++a4S3iyJIeoiIaQ2bkhLpbdxMKqJY4XbTmMuMia6HVLomLmgGB9OfmQohUKCR++2TSfYOHql3y+EPu5APBOCK6WV/JemxQNV9CEtW8fsGUL8PTTqq8uKceUpgc/m78h4aITvApXPHeOTQp78UVg6lTBXYusZViY67lcLr9DVJqGUGQtc9jYAVdzmpIaRzC+nHyI+bqkCB+pAluoXI271vpQrzRMzEhzHIvv+FKc9LtPlCKhlhd5IaNHs+sgiQS9EOpDwkUHeOufKAqPQcG7nyCtb3fRZVr5zBhmp5X4vNEQhAY696WM5ZTzD8akM6mIaZl8z2TPyVIMacvln+BGrF+K9Re+44s56U0AHv1wb3XS5MB0tEmJFe4Ly5YBJSXA7NkkWHQCCRcd4E24osuMcs9OLMhIQmbzOKBZM879+WaLTw5K53GISkNsoPMmaixYk86kIuYk5nvW09bsxZUbFZLvpZR+6a1G6eKkP3MRi3OPODQgBnARaHZTrmBfKClhNXkTX+Ejwt+YGEaoxCHLpUuXEBsbC6vVihgVnWRGxpeZdpG1DBkLt3sM0HlZfTmPxbk/Y0PeiXWw5LzPe56cXYUuZownnRLevCVnV6FLIp7JBCx0GgAUuTaB/YOZImsZr9bgLKCdkXMv/fks7Ndy4eoNTFuzl3c/9/MXXbyGggvX2PcuJtxFuKit/Qardi1VHpDmogC+zrTlhityzihNZpx4ep6geUzMjCH0sgiFL7s0hQHS60ULt1VAKwvmpDO5CGkNmZ0b4kZFJf716W8u2+XcSyn9UqkB1n4tRdYySUmTltgI5PxwAtkfH4DNZPZ479TWfkm7FoeEi4/4Wt7B/nL2uiWRN5/EHV5TVMNE4Px5YP16Xgc/34Ak9LLwfcclCBgAI5fkY+Fodh+5UWjBnHSmJDm7CvHvz37z2C73XgpNSNQYYKUmTRZZy5D96a+wmdjC7vb3Lr1eNAr/uqZqyZVgLukiByq57yM/n/iLd6YthnuJ8J1Hi3lzSpyxv4Cc5eQ/+wyYO5e1QUtEqOy40Hd2QeAOg+p9BNvKc21PDkp3HJfyWuTj/szsyEmSdMaeX+KusahVqt65RH/24HTOvlNw9DTnezdyST6mr93n9TsphWBdOkEupLn4gH3m5o6vFYClvPy8M8qHHgJGjQISxGt52RF6WRgwgsmVfOXTnc0XcqLQcnYVYlFVzowJbFImmRvkwZeB//q4DhjStr5q51DSfOmSNNnOLWny7beR9u/5MI//D6fmzIWS2i9p19IgzcVLfJ0dKjH74ZpRAmAFy40bbKHLzz4TPQ6XBmJ/WYS+A1gh9/HUHh6Lk5kBl5eNt61OcBVCXLzlCC3cJADXIlp8z+zWRtKy76Ug1i+UxKPvjB4Ny7NPuWjEfAuQ2dulpPYrVxsPVkhz8RJfZ4eqz35q1ADCw4EQ7lIbzog5bsWcuu0axGPh6DYuUWMMgJ1Hi2VpHeTMl4eQz2NSzzS8XVWTTY3BT24QijteBQJ88QXQoQOQlAQ8+CAyAZc8qjuX5ntU1H59XAfecv6+QFUjxKFQZC9RIkzTOTTY/nKqYgJiGLaKMsdiSc4IhbYKfWf/3tf7ESxhyEpEWPHdq1mDmruYFSe7Zc0r3U6xfsGFV4EA16+ztfQyM4HFi3mP65f3KciRKg9IuPiAEp3Zm5dTNu+8A8yYARw5Ur2ipcLkHy/BuBU/emxfO7kbujepLfk4gT5AKBVhxXe/TVVFI+14K5zVCrX1aQJRWMj2X446es7HJ21CXSjPxQ8ooRqrXTOryFqGgq53IO2NFbCoJFgA/kq7JVeuc5Z84ZsVK3FP9ZrcpmQIK9/CakqYFbnamb3hAKLCaqCjjyYm2abP3Fxg1Srgvfd41y9yhmrQ6QcSLj6i587sOvuMxoJdhcg8vRtISQE6dwagbBKcsw3ePoOevnafaN6Me+0oX+6pnpPblPQpcfk8Zg1sjkVbDvvsx+NcyRRs+Rhf76lXvkaTSVJZF71OKoIVMosFGPYXLCo0xMPBGWIC8nYthSU9DXjjDVUG4iJrGfacLMW0NXs91vPIy2JXBHQ3i9jxtQ1699mo0T53M5BSplq+Z6REmyW1cc8e1nkvsVaYnicVgQaZxYIQ5xfM3fYOAJUMcOKVN2FpXg9F1jKX6C4bA2RtPOBzlrElNgLxUZ4VmIXyZuz4mums92gzXyOs+I6ptFlRLEve13sq2saDB4FOnYBPPwWGDRM9HmXM6xMSLgGCR44IxwDuKBETGord3//qIQAYBh5l2b1BzPQhVjtqz8lSxEfJN28YIbnNHyGsSphq7e3cfaLUUf7eTojJhMhQM/KPl3htguJsI1M1K2rdmg077t9f0rH0PqkIViiJMkAQWhcd8Mx1YOLiOI8jbiQVRyjJzP07d0wm1rZvL4mTs6tQkfPqCSkJpXrAEhuBoe3qe9zTkR3q486l+V49I4A78RPXrgGDBwMbNrCf//Y3wCxtePJnQichHdJcAgS+WfvGqd1xrdzmMUvulJoAE1zLZZgAdExVJotbaIbOu5aH29rr7uYNKQ5bSm5THvdF35x9eXJNULy+kfBwNg8rXn7/U8PcSPgOCZcAge8F41sX3RIbgYWj2yB7wwHYAJhtNizom6J4Fjff8c5fuo6DZy+iW1qCoxp0yZXrmL52n8t+dvOG3AXHGN4qU4Q32J9l/vESr01Q3L6RA+h19TQsfXoA//2v1+0TmlRQFJk2kHAJIOTO2l32TwiHJT4KKCtjHapVocpK4fyCv/jFEWzYc8bx3ehbk/HS2Paca3nY7ftSHbYUNaQufKtc7j99UTRZlts3Apz477uscKnCW2HANZmh/qAd5HMJMOTa8x37x0exG155BbjjDsBqVaxNzksLdF+w3UWwAMCGPWfwy6lSXp/J1fJKSUU+1SwDT7BYYtklEdyRUmCU2zcCpL620PHZfRkKuf4cZ6g/aAtpLoQrM2eyztTYWODmTXZbzZpeH46verQ7P58oRbsG8ZzaF59G4+6wpagh/9AmOdZjm5T77DDdbtiPSpgQYgLmj2oDS13WdMtXGSBQQ9MDHdJcCFdCQ6tNYs8+C/TuDVRWen04vig2dzo5BRK4a19So8DUihrijG4KYry+z5WV7EJgd6VibcpfyMvq52Ki4qsMsDLvhH/bSSgCaS5+wpBOxREj2AiekJDqGGWJGdN2+Gz0zoy+NZk38MCOFH+SGlFDZLP3xKv7vGwZsGYN8NVXsHRsDUvH1h67pNWJ8ohgBIC38v7AxJ6pipTIoSgy/0HlX/xAQAxQr78ObNnCZk0LVKXlYtk3x7Eg9zDndyYA+dn9FH3hlaqMq/dyMloj6z7n5wObNwPPPAPUrMk72Zq/6Tcs/7bA4+dyq2t73U5CFCr/ohP0XJpCljbVtClrLqsSLHJ+2ybF00ZvhwEUt4ErVUyUbPbCiN7ntWuBzz8HPvgA6NGD/QeOwqWD0tEmmS1cOrFnGt6qWuTMjq+mLD0Xlw1kSLiojF4HKNna1KBB7D8AOW9uRPaJUNhMJkm/FTKN6dkGboRyMromKgoICwPKy9n/wT3ZWrCZ1WrtfYlMWYEBOfRVRo9ORV9CNIusZcg+yQoWqb+1277dO5sWA4cc57xRysnoii++AGbPZv8ePpxdqK5KsADCAR7OWn1eVl+sndwNeVl9jWdCJgCQ5qI6enQq+qJNFZRchQ2u0rKSYXDi3GXxa6ry1ppMwOSejb1y0vqCN74vKicjk8JCYO9eVlsJDfX4WizAw94PjVB7jQtDBu6oBAkXP6C3AcqXLGtOUxFjQ2pSLfaDvbKtE1wVm9/OK8DEnqk+Xol0fPF9kc1ehLfeAs6dA556CnjoIfYfT1ShWDl/rbV6XwiIwB0FIbOYn9BTJVxfsqw5TUWj28ISFwns2wd07QqcOuXyGyFNSQylckx8aQPBAcNU5z+dOwecOVM9sXASLPbn98upUsdzzOzc0GH2yh6UHhBmR6oG4AlpLjrB3+q0t1nWgIgm1qwZUK8e+7fVCsTGcq/3boLoDFXJmSA55xWkspIN7hgwAHjiCdbHwqGpOD8/O87P0T7hGt6+vm60em/Ra+COlpDmogOUrKckFV8DDTg1sfbtgdWr2XIxp04BDRsCmzY5tB3n8YdhgJ1Hi3mPr/RMkJzz1XitDf75J2CzASEhKOpzB/JTWrHH4BAsfGV/uJ6jnrR6b9Fj4I7WkHDRGK3UadUH2zp1gH/9C+jVCwDQ62axS+o1A+HrVMOM5WyOCdYoJK8nMqdPA02aAOvWsce43ALj9lbyHkMoKiwQzZE0efGEzGJu+Ns8paU6rWqgQUQEazIBgPJyFEz9B5iBs1x2EbpOtcxYweyclx3UcOMGsGMHMHAgkJICLFmCoox+yF66S/QYWuc2aRG1pbfAHa0hzcUJI5qnfMUvJonQUKSteJ273DrPddJMUHkka4P2KK4vvmB9K7/+yn5+4AEUlJslHYNvOWt/PEct3mM7gWDiUwrSXKrQqkyLHvNg1MDSuS0WIK76Ohkb5o9uB0tMOFBQAKSlefyGZoLKIkkbnD0b+OsvdlXIIUOAQ4eA9HR5x6jCfXlkruW2lUbP5ZaCDRIuVQSseUpHcK58mZ8PZGQAP/4IdOni8ZtgNmMpDedEZmQrWL7KBW67DUhMZGvIXb7M/iAkxEWw8B5DYDLk7+dHUVv6gYRLFVqHqgbLIOpxnbfeCuTkAJ06sZ9nz2ajzsaO1aR9gY5DwJ+/jNSkaFgqrgF9xwNvvAE8+CD7T+oxdDgZ0vo9Jqohn0sVZOPXiPBwVpCYzWyY6x9/AMVVIcoXLrD2fvFVIVRFbuiu3hcXs2z6GN2H94YlsgZQuzZw9KgkoeJyDJ36Fug91g+0nosbtPaDjnjuOWDxYqCkhBVCJ06wi5fJXLDMF+QmcuqyBAjDsJF7t90G3HkncPAg8NFHwKxZbOXiAITeY/WQKg9Ic3FDLzMyvc9+/cKTTwLffssKlooK1nQ2fz773Y0b7DYVkZuDpKsSIPv2AU8/zf5tMrF5KnaNsHVrdglrLwWLEfqmXt7jYIZ8LjpEl7NfLQgLAzp0YP82m4ENG9isfwB47z1gzhw20iwigrNgpq/IdQ5r6ky22YCNG4HGjVk/1smTrC/riSeA+Hhg3TpFTkN9k5AKaS46Q1ezXz1hNgO9e1eHLPfsyc6+7YKlc2c2fBZgtZrr130+pdwcpKjQEA/5pqoz+cgRYOVK9m+TCcjOZpehBoBhw1hfSny8YqejvknIgYSLzqDqvRJp0QKYMoX9u6KC9SW0asV+3rwZiI6uNgPt2sUOtDKR4xzO2VWIO5fmu8QeKO5MvnwZmDwZ+OEH9vPOncCMGawwNZmA3btZgQuwwtiPmhxBuENmMZ1BoZReULMmu5aInY4dWS0mMZH9/PjjQIMG7Jru16+zNc8efpjN6RBBStjtL6dKkbXxgItgMQPYOLU72jWQqTnYI+bS0tg8k3/+Ezh+nDV5RUWxSY0XLrD73ncfMHEiUKPqNVY52EbrvkkLcRkL0lx0hlKhlEZwuqpGw4bApEnVnzdvBl54gf371Cngww+BixfZz4sWscLIzssvA1u2sH/fuAEcOwZLRAivczhnVyFGLsn3iJa2AbhWbnPdaN/p11+rzwEADzwAfPAB+3d+PrtswWF2XXl0786WYAFQdPkG8t/9BEU9+7HfhYdXCxY/oGWYr5YlXQjvIM1Fh8hNUnOf0ZHT1Y2YmOpZfbNm7FK89oG+WzcUhdZCwfES9v59/jkrVAYOZLWEDh2qqwcsW8YWcvzwQwBA0f89huzY28HA0/wUwtiQ+tXnQJP7WXNVnz6sOatVK+D991kH+x9/sDuHhrJmLABo04YVPKmp7OdRowDox5GuRQIllXQxJiRcdIrUjH33QefJgelYtOUwvYhiVM2+cyLTkH3+CmwrfmQH7UWrqgftpk1ZYdKyJfs5IYE1r1VREFILNg7BYjYB86//Ckt0I3ZDo0bAv//NJiwCrAnvmWeqf7B8efXfsbHsIlxO6G1wpZIuhBRIuBgYrkFnUe5huBlj6EXkQXTQrlWL1Tjs3HUX+6+KtHlPwbxwu+tKiwA+ntoD7RoMqd5Yp0718gMAG2wgg2AfXLX29RDeQT4XFfCXv4Nr0LHBM0iIXkRufI1+4vJBLBjdRr4TXwStl2XQGirpYkxIc1EYf9rG+WZ0swY1x+LcIwFdwl8JlJgR+8MHESzLMgih52KZBDdUW0xBiqxlyHAzk4SYTMjL6qvay5Czq9Bj0Mns3JBqK0mE7/7pEXqmhB6QKg9Ic1EQLWzjfDO6YCnh7ytGmhHTMyWMBAkXBdHK8UiDjm/Q/SMI5SGHvoKQ45EgCIKFNBeFMZKZhSAIQi1IuKgAmVmIQIRqexFyIOFCEIQoeik/QxgH8rkQBCEIreNCeAMJF4IgBKF1XAhvIOFCEIQgwV5+hvAOEi4EQQhCIfaEN5BDnyAIUSjEnpALCZcAh8JHCaWgEHtCDiRcAhgKHyUIQivI5xKgUPgoQRBaQsIlQKHwUYIgtISES4BC4aMEQWgJCZcAhcJHCYLQEnLoBzAUPkoQhFaQcAlwKHyUIAgtILMYQRAEoTgkXAiCIAjFIeFCEARBKA4JF4IgCEJxSLgQBEEQikPChSAIglAcEi4EQRCE4pBwIQiCIBSHhAtBEIamyFqG/OMlVPFbZ1CGPkEQhoXWLNIvpLkQBGFIaM0ifUPChSAIQ0JrFukbEi4EQRgSWrNI35BwIQjCkNCaRfqGHPoEQRgWWrNIv5BwIQjC0NCaRfqEzGIEQRCE4pBwIQiCIBSHhAtBEAShOCRcCIIgCMUh4UIQBEEoDgkXgiAIQnFIuBAEQRCKQ8KFIAiCUBwSLgRBEITikHAhCIIgFIeEC0EQBKE4kmqLMQy7aMKlS5dUbQxBEAShb6TKAUnC5fLlywCABg0aeN8igiAIImgwMXa1RACbzYazZ88iOjoaJpNJbHeCIAgiQLGLjJiYGEF5IEm4EARBEIQcyKFPEARBKA4JF4IgCEJxSLgQBEEQikPChSAIglAcEi4EQRCE4pBwIQiCIBSHhAtBEAShOP8P48drVnbstQkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pbchIndices = nrPBCHIndices(detected_NID)\n",
    "pbch_eqed, csi = nrEqualizeMMSE(nrExtractResources(pbchIndices, rxGrid), nrExtractResources(pbchIndices, H), nVar)\n",
    "\n",
    "fig, axs = pl.subplots(1, 1, figsize=(5, 5), facecolor='w', sharex=True, sharey=True)\n",
    "axs.plot(pbch_eqed.real, pbch_eqed.imag, '.')\n",
    "axs.add_patch(pl.Circle((0, 0), 1, color='red', fill=False, linewidth=1, linestyle=':'))\n",
    "axs.set_xticks([])\n",
    "axs.set_yticks([])\n",
    "        \n",
    "fig.subplots_adjust(hspace=0, wspace=0)\n",
    "evm = np.sum(np.abs(pbch_eqed - nrSymbolModulate(nrSymbolDemodulate(pbch_eqed, 'QPSK', 1, 'hard'), 'QPSK'))) / pbch_eqed.shape[0]\n",
    "print(f'evm = {evm}')\n",
    "fig.suptitle(f'equilized PBCH symbols\\nevm = {evm:.03f}', y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nrPolarDecode: PBCH CRC ok\n",
      "lsbotfsfn=[0 0 0 0], hrf=0, msbidxoffset=0\n"
     ]
    }
   ],
   "source": [
    "pbchBits = nrSymbolDemodulate(pbch_eqed, 'QPSK', nVar, 'soft')\n",
    "E = 864\n",
    "v = ibar_SSB\n",
    "scrambling_seq = nrPBCHPRBS(detected_NID, v, E)\n",
    "scrambling_seq_bpsk = (-1)*scrambling_seq*2 + 1\n",
    "pbchBits_descrambled = pbchBits * scrambling_seq_bpsk\n",
    "pbchBits_csi = pbchBits_descrambled * np.repeat(csi, 2)\n",
    "\n",
    "A = 32\n",
    "P = 24\n",
    "K = A+P\n",
    "N = 512 # calculated according to Section 5.3.1 of 3GPP TS 38.212\n",
    "decIn = nrRateRecoverPolar(pbchBits_csi, K, N, False, discardRepetition=False)\n",
    "\n",
    "if True:\n",
    "    decoded = nrPolarDecode(decIn, K, 0, 0)\n",
    "\n",
    "    # check CRC\n",
    "    decoded3, crc_result, payload, lsbotfsfn, hrf, msbidxoffset = nrBCHDecode(pbchBits_csi,8,0,detected_NID)\n",
    "    if crc_result == 0:\n",
    "        print(\"nrPolarDecode: PBCH CRC ok\")\n",
    "        print(f\"lsbotfsfn={lsbotfsfn}, hrf={hrf}, msbidxoffset={msbidxoffset}\")\n",
    "    else:\n",
    "        print(\"nrPolarDecode: PBCH CRC failed\")    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ssb = SSBInfo().cellid(472).set_ibar(5).set_init_slot(1)\n",
    "mu = 1\n",
    "fs = 15360000\n",
    "scsSSB = 15 * 2**(mu)\n",
    "nSlot = 0\n",
    "rxSampleRate = fs\n",
    "nrbSSB = 20\n",
    "carrier = nrCarrierConfig(NSizeGrid = 20, SubcarrierSpacing = 15 * 2**mu)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12be2f750>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "est1 = np.abs(scipy.signal.correlate(aSync.waveform,ssb.ref1(carrier, fs)))\n",
    "pl.subplot(5,1,1)\n",
    "pl.plot(est1)\n",
    "est_sss = np.abs(scipy.signal.correlate(aSync.waveform,ssb.ref_sss(carrier, fs)))\n",
    "pl.subplot(5,1,2)\n",
    "pl.plot(est_sss)\n",
    "est_pbch_dmrs = np.abs(scipy.signal.correlate(aSync.waveform,ssb.ref_pbch_dmrs(carrier, fs)))\n",
    "pl.subplot(5,1,3)\n",
    "pl.plot(est_pbch_dmrs)\n",
    "est2 = np.abs(scipy.signal.correlate(aSync.waveform,ssb.ref2(carrier, fs)))\n",
    "pl.subplot(5,1,4)\n",
    "pl.plot(est2)\n",
    "est3 = np.abs(scipy.signal.correlate(aSync.waveform,ssb.ref3(carrier, fs)))\n",
    "pl.subplot(5,1,5)\n",
    "pl.plot(est3)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.11.3 ('venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "160761bc1a904adbbd606c3a9b02244365b1a540f860a2c66cbc5cbd24c54900"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
